{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "newbie five 13 is 0\n",
      "newbie five 17 is 0\n",
      "newbie five 19 is 0\n",
      "regular five 87 is 0\n",
      "regular five 88 is 0\n",
      "regular five 89 is 0\n",
      "weapon five 76 is 0\n",
      "weapon five 77 is 0\n",
      "weapon five 78 is 0\n",
      "weapon five 79 is 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "\n",
    "position = 1\n",
    "with open('dice_data.json', 'r', encoding='utf-8') as file:  \n",
    "    dice_data = json.load(file)\n",
    "    \n",
    "for pool in dice_data:\n",
    "    \n",
    "    pool_data = dice_data[pool]\n",
    "    length = pool_data[\"length\"]\n",
    "\n",
    "    data = {\n",
    "        \"five\": np.array(pool_data[\"five\"]),\n",
    "        \"four\": np.array(pool_data[\"four\"]),\n",
    "        \"three\": np.array(pool_data[\"three\"]),\n",
    "    }\n",
    "\n",
    "    for key in data:\n",
    "        if key != \"five\":\n",
    "            continue\n",
    "        for item in range(len(data[key])):\n",
    "            if data[key][item] == 0:\n",
    "                print(f\"{pool} {key} {item} is 0\")\n",
    "    \n",
    "    \n",
    "    for key in data:\n",
    "        data[key] = data[key] / data[key].sum()\n",
    "        \n",
    "    x = range(length)\n",
    "    # fit_data = {\n",
    "    #     \"five\": np.poly1d(np.polyfit(x, data[\"five\"],   30))(x),\n",
    "    #     \"four\": np.poly1d(np.polyfit(x, data[\"four\"],   30))(x),\n",
    "    #     \"three\": np.poly1d(np.polyfit(x, data[\"three\"], 30))(x)\n",
    "    # }\n",
    "\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.title(f\"Pool {pool}\")\n",
    "    plt.plot(x, data[\"five\"], label=\"star5\")\n",
    "    plt.plot(x, data[\"four\"], label=\"star4\")\n",
    "    plt.plot(x, data[\"three\"], label=\"star3\")\n",
    "    \n",
    "    # plt.plot(x, fit_data[\"five\"], label=\"star5_fit\")\n",
    "    # plt.plot(x, fit_data[\"four\"], label=\"star4_fit\")\n",
    "    # plt.plot(x, fit_data[\"three\"], label=\"star3_fit\")\n",
    "    plt.legend()\n",
    "    position += 1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1ebcc1e1b90>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = {}\n",
    "\n",
    "for pool_name in dice_data:\n",
    "    data[pool_name] = np.array(dice_data[pool_name][\"five\"])\n",
    "    data[pool_name] = data[pool_name] / data[pool_name].sum()\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.title(f\"5 Star Overview\")\n",
    "for key in data:\n",
    "    if key == \"newbie\":\n",
    "        continue\n",
    "    plt.plot(range(len(data[key])), data[key], label=key)\n",
    "plt.grid(True)\n",
    "plt.yticks(ticks=np.arange(0, 0.09, 0.01))\n",
    "plt.xticks(range(0, 91, 5))\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1ebcfcade50>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cummulative_dice_data = {}\n",
    "for pool_name in dice_data:\n",
    "    cummulative_dice_data[pool_name] = np.cumsum(data[pool_name])\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.title(f\"5 Star Overview (Cummulative)\")\n",
    "for key in cummulative_dice_data:\n",
    "    if key == \"newbie\":\n",
    "        continue\n",
    "    plt.plot(range(len(cummulative_dice_data[key])), cummulative_dice_data[key], label=key)\n",
    "plt.grid(True)\n",
    "plt.yticks(ticks=np.arange(0, 1.1, 0.1))\n",
    "plt.xticks(range(0, 91, 5))\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ok\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1ebce009b90>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pdf_dice_data = {}\n",
    "for pool_name in dice_data:\n",
    "    origin = data[pool_name]\n",
    "    temp = 1 - origin\n",
    "    pdf_dice_data[pool_name] = np.zeros(len(origin))\n",
    "    pdf_dice_data[pool_name][0] = origin[0]\n",
    "    for i in range(1, len(origin)):\n",
    "        pdf_dice_data[pool_name][i] = origin[i] / np.prod(1 - pdf_dice_data[pool_name][:i])\n",
    "    \n",
    "# for pool_name in dice_data:\n",
    "#     p = data[pool_name]\n",
    "#     pdf_dice_data[pool_name] = np.zeros(len(p))\n",
    "#     pdf_dice_data[pool_name][0] = p[0]\n",
    "    \n",
    "#     for i in range(1, len(p)):\n",
    "#         dividee = p[i-1] if p[i-1] != 0 else 0.0000001\n",
    "#         k = ((1-p[i-1]) * p[i]) / dividee\n",
    "#         pdf_dice_data[pool_name][i] = k * pdf_dice_data[pool_name][i-1]\n",
    "    \n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.title(f\"5 Star Overview (independent)\")\n",
    "for key in pdf_dice_data:\n",
    "    if key == \"newbie\":\n",
    "        continue\n",
    "    plt.plot(range(len(pdf_dice_data[key])), pdf_dice_data[key], label=key)\n",
    "    \n",
    "with open('pdf_dice_data.json', 'w') as f:\n",
    "    data = {}\n",
    "    for key in pdf_dice_data:\n",
    "        data[key] = pdf_dice_data[key]\n",
    "        \n",
    "    json.dump(data, f)\n",
    "    print(\"ok\")\n",
    "\n",
    "plt.grid(True)\n",
    "plt.yticks(ticks=np.arange(0, 1.1, 0.1))\n",
    "plt.xticks(range(0, 91, 5))\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1ebcdfc3210>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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f5tprr630taHkiFlp9u7dW6Y1skREzqRCR0RqnNGjR9O0aVN69OhBXFwce/bs4fnnn+fo0aPMnz//vMd37NiRQYMGMXz4cFq2bEl+fj7ffvstzz//PPHx8YwdO9a7b6dOnVixYgWffvopDRs2JDo6mrZt23LllVfyxBNP8Nhjj9G/f392797N448/TosWLYq1Sq6It956i8GDB5OcnMzdd9/NoEGDAPj666958cUXadeuXanv8+abb2bmzJmMHj2a8PBwRo0aVez1v/zlL7z77ruMGDGCe+65h4svvhibzcavv/7K8uXLueqqq7jmmmvKlPF81yrN448/TkpKCr179+buu++mbdu25Ofns3//fpYuXcorr7xCkyZNAEhKSqJ27dosW7aMm266yXuOwYMH88QTT3i/Pp8mTZpw0UUX8c0333D33XeX6b2dT1BQEE888QTjxo3jmmuu4ZZbbuH06dNMnTq1xFSv8t7zRo0a8Yc//IGpU6fSsGFD3nnnHVJSUpg5cyYREREATJw4kQ8++IB+/fpx77330rlzZ1wuFwcPHmTZsmXcd9995S5kn3jiCYYNG8aQIUO47777cDqdzJw5k8jIyGKjYX369OHWW2/lpptuYtOmTfTr14/IyEhSU1NZs2YNnTp14vbbby/XtVu2bEl4eDjvvvsu7du3JyoqikaNGnkLxpMnT7Jnzx7uuuuucp1XRERd10SkxpkxY4bRtWtXIzY21rBarUa9evWMa665xtiwYUOZjn/11VeNP/7xj8ZFF11kREREGCEhIUbLli2N8ePHF2traxiGsW3bNqNPnz5GRESEAXi7dBUUFBj333+/0bhxYyMsLMzo3r27sWTJEuOGG24o1nXL08nrzPbAZZGdnW1Mnz7d6Nq1qxEREWFEREQYnTt3Np588kkjOzv7rMf17t3bAIy//vWvpb5ut9uN5557zujSpYsRFhZmREVFGe3atTNuu+02Y8+ePd79mjVrZlxxxRXnzHi+a/G7rmuGYRjHjx837r77bqNFixaGzWYz6tSpYyQlJRmPPvpoifd1zTXXGIDx7rvvercVFhYakZGRRlBQkJGenn7OfB5TpkwxateubeTn5xfbfraua6X9rEp7L6+//rrRunVrIyQkxGjTpo0xb968Ej9/wyj/PX///feNjh07GiEhIUbz5s2NWbNmlciTnZ1t/P3vfzfatm1rhISEGLGxsUanTp2Me++9t1iLZ8C44447ShzfrFmzEt0EP/nkE6Nz585GSEiI0bRpU+Ppp582HnvssRLtpQ3DMObNm2dccsklRmRkpBEeHm60bNnSuP76641NmzYVu78dO3YscWxp92jRokVGu3btDJvNVuJev/HGG4bNZiv2vkREysJiGEWT2kVERALQkSNHaNGiBW+99VaZRp78pXnz5iQmJpa6mOeFrG/fvjRt2pR3333X31FEpIZR1zUREQlojRo1YuLEiTz11FPelthSM6xatYqNGzd6pyuKiJSHntEREZGA9/e//52IiAgOHz5cqWYRUr1OnjzJW2+9xUUXXeTvKCJSA2nqmoiIiIiIBBxNXRMRERERkYCjQkdERERERAKOCh0REREREQk4NaIZgcvl4siRI0RHR3tXoBYRERERkQuPYRhkZWXRqFEjgoLOPm5TIwqdI0eOqEuOiIiIiIh4HTp0iCZNmpz19RpR6ERHRwPuNxMTE+PXLHa7nWXLlpGcnIzNZvNrltKYOZ+Zs4G585k5GyhfZZg5G5g7n5mzgbnzmTkbKF9lmDkbmDufmbOB8p0pMzOThIQEb41wNjWi0PFMV4uJiTFFoRMREUFMTIxpf8nMms/M2cDc+cycDZSvMsycDcydz8zZwNz5zJwNlK8yzJwNzJ3PzNlA+Upzvkda1IxAREREREQCjgodEREREREJOCp0REREREQk4NSIZ3TKyul0YrfbfXoNu91OcHAw+fn5OJ1On16rIsycr6qyhYSEnLOVoIiIiIhIQBQ6hmGQlpbG6dOnq+VaDRo04NChQ6Zc08fM+aoqW1BQEC1atCAkJKQK04mIiIhIIAmIQsdT5NSvX5+IiAiffsB3uVxkZ2cTFRVlylEFM+erimyexWNTU1Np2rSp6Yo5ERERETGHGl/oOJ1Ob5FTt25dn1/P5XJRWFhIWFiY6QoJMHe+qspWr149jhw5gsPhMGV7RRERERHxP3N9Eq4AzzM5ERERfk4i1cUzZc1szyCJiIiIiHnU+ELHQ1OYLhz6WYuIiIjI+QRMoSMiIiIiIuJR7kJn1apVjBw5kkaNGmGxWFiyZMl5j1m5ciVJSUmEhYVx0UUX8corr1Qkq1SB/fv3Y7FY2LZtm7+jiIiIiIj4TLkLnZycHLp06cLLL79cpv337dvHiBEj6Nu3L1u3buWRRx7h7rvv5oMPPih3WBERERERkbIod9e14cOHM3z48DLv/8orr9C0aVNmz54NQPv27dm0aRPPPfcc/+///b/yXj5gFRYW1ph1YWpSVhERERG5MPm8vfT69etJTk4utm3o0KG88cYb2O32C7Y98IABA0hMTCQkJIS33nqLjh07MnfuXO6//35WrVpFZGQkycnJvPDCC8TFxQGQlZXF+PHjWbJkCTExMTz44IN8/PHHdO3a1VtIWq1W3nnnHa677jrvtWrVqsXs2bO58cYbS+RwOp3ceuutfP3116SlpdG0aVMmTJjAPffc493nxhtv5PTp01xyySX885//JCQkhP379/vy9oiIiEgAKty7j4g9e8hd/w3BwVa/ZLAlJBCSkOCXa/vSoVO5HDiZ65NzZ6d/z8lTm2hSrx39k/7gk2v4gs8LnbS0NOLj44tti4+Px+FwcOLECRo2bFjimIKCAgoKCrzfZ2ZmAu5W0p520h52ux3DMHC5XLhcLgzDIM/uu7bDhmGQV+jEWmAv0f0r3GYtV0ewBQsWMH78eFavXs2pU6fo378/48aN47nnniMvL4+HH36Ya6+9li+//BKAe++9l7Vr17JkyRLi4+N57LHH2LJlC126dMHlcpXIeeY2z/3xbPN87XA4aNy4Me+99x5xcXGsW7eO8ePHEx8fz7XXXus911dffUV0dDRffPFFiXOX596Vlq28PD9nu92O1Vp1/5P0/G79/nfMDMycDZSvMsycDcydz8zZwNz5zJwNlK8yzJyt4OefOfTH/0cTw+DI62/4LUft28dTd8KEEtvNfO/g3PlOZhdw+fOrsDsNn1y7T503+T5+N0kHwundufSZXdV5/8p6jWpZMPT3H/49H3jPVhTMmDGDadOmldi+bNmyEuvlBAcH06BBA7KzsyksLCSv0EmvWd9UUfLyWT/pUsJDyvbB2+Fw0KJFCx599FEA3nzzTTp37sxDDz3k3Wf27NkkJiayZcsW4uPjeeutt/jXv/5Fz549va936NCBwsJCbzHokZWV5f3aMAzy8/PJzMwkOzsbcD9r5Tlm0qRJ3n1HjhzJypUrWbRoEcOGDQPcv0wRERE8//zz3ilrv79eeZyZrSIKCwvJy8tj1apVOByOSp2rNCkpKVV+zqpi5mygfJVh5mxg7nxmzgbmzmfmbKB8lWHGbLVWr6a+YeAMD8cRG+u3HLtS08hYuvSsr5vx3p2ptHz7ssDuDMZqMagfXvXXDAvJAyDEGcTSc9y7s+Wrarm5ZRu58nmh06BBA9LS0optO3bsGMHBwdStW7fUYyZPnlzsw3dmZiYJCQkkJycTExNTbN/8/HwOHTpEVFQUYWFhBBdW/QffsoqOiSYipGy3NDg4mIsvvtj7frZv387q1atp0qRJiX2PHj2K1WrFbrfTv39/7zExMTG0bduWkJCQEvclOjraW0haLBbCwsKIiYkhKioKgMjISO8xr7zyCvPmzePAgQPk5eVRWFhI165dva/bbDY6derknUJXUYZhkJWVVSxbReTn5xMeHk6/fv0ICwurVKYz2e12UlJSGDJkiOmmVJo5GyhfZZg5G5g7n5mzgbnzmTkbKF9lmDlb6pdfkQOc6t+fHtOfMl0+M987OHe+r3Ydg+3b6Ngolg/GX1rl1/7nJ/PZkA0t6tZlxIgR5c5X1cr6D+4+L3R69erFp59+WmzbsmXL6NGjx1lvQmhoKKGhoSW222y2Esc4nU4sFgtBQUEEBQURGWpjx+NDq+4N/I7L5SIrM4vomGiCgoo3rSvv1LWoqCjvOQzDYOTIkcycObPEfg0bNmTPnj2A+xmcM69rGIb3/YO7qPn9Nrvd7r0/nm2er//9739z33338fzzz9OrVy+io6N59tln+fbbb4ud88ysFeWZrnZmtooICgrCYrGU+vtQFXx13qpg5mygfJVh5mxg7nxmzgbmzmfmbKB8lWG2bIZhUPDddwDkN2tqunxnMnM2KD1fdqF7tlStyFCfZM9xukd0Ym2R5z1/ddy/sp6/3IVOdnY2P//8s/f7ffv2sW3bNurUqUPTpk2ZPHkyhw8f5q233gJg/PjxvPzyy0yaNIlbbrmF9evX88Ybb7Bo0aLyXrpMLBZLmUdVKsLlcuEIsRIRElzpD/5n6t69Ox988AHNmzcnOLhk/pYtW2Kz2diwYQMJRQ/QZWZmsmfPHvr37+/dr169esVG0Pbs2XPO4b3Vq1fTu3dvJpwxV/WXX36pirckIiIiAoAjNRXHsWMQHEx+KbNXpHJO5xYCUCvcNwVGlsNd6ETZIn1yfl8p9yf1TZs20a1bN7p16wa4n+/o1q0b//jHPwBITU3l4MGD3v1btGjB0qVLWbFiBV27duWJJ57gpZdeUmvp37njjjs4deoU1113HRs2bGDv3r0sW7aMm2++GafTSXR0NDfccAMPPPAAy5cv58cff+Tmm2/2jm54DBw4kNdff50tW7awadMmxo8ff86qt1WrVmzatIkvvviCn376iSlTprBx48bqeMsiIiJygcjduhWA0LZtMbRERZXLyHM/nF87wkeFjtPdJCw6JOY8e5pLuYc+BgwY4G0mUJr58+eX2Na/f3+2bNlS3ktdUBo1asTatWt56KGHGDp0KAUFBTRr1oxhw4Z5R45mzZrF+PHjufLKK73tpQ8dOlTsOZXnnnuOG264gQEDBtCoUSNefPFFNm/efNbrjh8/nm3btjFq1CgsFgvXXXcdEyZM4H//+5/P37OIiIhcGPK2bgMgrGsX/wYJUOlFIzqxEb4pIrNd7vNHh/qviURFVEvXNSlpxYoVJba1bt2aDz/88KzHREdH8+6773q/z8nJYdq0adx6663ebY0aNeKDDz4gJibGWyCdPn3a+3rz5s2LFaqhoaG8+eabvPnmm8WuNWPGDO/XpRWvIiIiImWVVzSiE9a1K1RiiQkp3elc94iOr6auZRsOsEBUWC2fnN9Xqu4hE/G5rVu3smjRIn755Re2bNnCX//6VwCuuuoqPycTERERKZ0rN5f8XbuAokJHqpx36lqkbwqdTMO9RmV0aG2fnN9XNKJTwzz33HPs3r2bkJAQkpKSWL16daXbPouIiIj4St4P28HpJLhBA2wNGvg7TkBK9zYj8NHUNYt7NlBUeOlLw5iVCp0apFu3bud83kZERETEbPK2bQMgvFtXv+YIZJ6pa7E+aEbgcDnILep7FR1Zr8rP70uauiYiIiIiPuN5PidC09Z8JiPX03Wt6kd0cuw53q+jI1ToiIiIiIhgGIa30AkvWppEqpbd6SKrwAH4phlBVv5pAEJdLmzhdar8/L6kQkdEREREfKJw336cGRlYQkMJa9fO33ECkqcRgcUCMT4odLJzjgEQ7TIgJKrKz+9LKnRERERExCe8baU7JWLRQqE+4Xk+JybMhjXIcp69yy8r7zgAUYYBwTXrZ6hCR0RERER8Im9b0fM5mrbmM6c9Hdd80IgAICvvJADRRtUXUb6mQkdEREREfCJXz+f4nM8XC81LByDKYvXJ+X1JhY4J7d+/H4vFwraidowiIiIiNY0zM5PCn38BILxLFz+nCVyni57RqeWDjmsAWfnuQifaUvNWpVGhI+U2YMAAJk6cWGXne+211xgwYAAxMTFYLBZOnz5dZecWERER/8j77jsAbM2aEly3Zi00WZP4fOpawWkAooN8c35fUqFzASksLPR3hGI8eXJzcxk2bBiPPPKInxOJiIhIVflt/RxNW/Mln09dK8wCICqoZjUiABU6fuVyuZg5cyatWrUiNDSUpk2b8tRTT3lf37t3LwMHDiQiIoIuXbqwfv1672snT57kuuuuo0mTJkRERNCpUycWLVpU7PwDBgzgzjvvZNKkScTFxTFkyBAAZs2aRadOnYiMjCQhIYEJEyaQnZ1d7Ni1a9fSv39/IiIiqF27NkOHDiU9PZ0bb7yRlStX8uKLL2KxWLBYLOzfvx+AHTt2MGLECKKiooiPj2fMmDGcOHHCe87LL7+cBx54gPvuu69YnokTJ/Lwww9z6aWXVun9FREREf/R8znV43Se+x+OY300dS3b7v6MGB0c7pPz+1LgFTqGAYU5vv1jzy19u2GUK+rkyZOZOXMmU6ZMYceOHSxcuJD4+Hjv648++ij3338/27Zto02bNlx33XU4HO4FofLz80lKSuKzzz5j+/bt3HrrrYwZM4Zvv/222DUWLFhAcHAwa9eu5dVXXwUgKCiIl156ie3bt7NgwQK+/vprHnzwQe8x27ZtY9CgQXTs2JH169ezZs0aRo4cidPp5MUXX6RXr17ccsstpKamkpqaSkJCAqmpqfTv35+uXbuyadMmPv/8c44ePcq1115bLM97771XIo+IiIgEFsPhIP+77wEVOr6WXjSiU9tXU9fsuQBEBUf45Py+VPOeKjofey5Mb+Sz0wcBtc724iNHICSyTOfJysrixRdf5OWXX+aGG24AoGXLllx22WXeEZL777+fK664AoBp06bRsWNHfv75Z9q1a0fjxo25//77vee76667+Pzzz3n//feZMmWKd3urVq145plnil37zOdrWrRowRNPPMHtt9/OnDlzAHjmmWfo0aOH93uAjh07er8OCQkhIiKCBg0aeLfNnTuX7t27M336dO+2efPmkZCQwE8//USbNm2815s5cyZBQYFXY4uIiIhbwZ49uHJzCYqKIrRVS3/HCWgZnqlrvip0HO5CJ9pWts+4ZhJ4hU4NsXPnTgoKChg0aNBZ9+ncubP364YNGwJw7Ngx2rVrh9Pp5Omnn2bx4sUcPnyYgoICCgoKiIgoXm336NGjxHmXL1/O9OnT2bFjB5mZmTgcDvLz88nJySEyMpJt27bx5z//uVzvZ/PmzSxfvpyoqJIr5v7yyy/eQqeb/lVHREQk4HmnrXXpgsVa89oS1ySeqWu1wn00dc1ZAECULdon5/elwCt0bBHukRUfcblcZGZlERMdXXJUwlb2Ib3w8PPPc7TZfqvMLRaL9/oAzz//PC+88AKzZ8/2Pm8zceLEEg0HIiOLV98HDhxgxIgRjB8/nieeeII6deqwZs0axo4di91uL3O233O5XIwcOZKZM2eWeM1TpAElCjEREREJPHlFS2SEd+3q1xwXgtO+HtFxuQud6BAVOv5nsZR5+liFuFxgc7qvUYnpV61btyY8PJyvvvqKcePGlfv41atXc9VVV/G3v/2tKJaLPXv20K5du3Met2nTJhwOB88//7y3UPv3v/9dbJ/OnTvz1VdfMW3atFLPERISgtPpLLate/fufPDBBzRv3pzg4MD7tRIREZGyy9u6DdDzOdXht0LHR+vouNznjw6r5ZPz+5IelPCTsLAwHnroIR588EHeeustfvnlF7755hveeOONMh3fqlUrUlJSWLduHTt37uS2224jLS3tvMe1bNkSh8PBP//5T/bu3cvbb7/NK6+8UmyfyZMns3HjRiZMmMD333/Prl27mDt3rreDWvPmzfn222/Zv38/J06cwOVycccdd3Dq1Cmuu+46NmzYwN69e1m2bBk333xziaLo99LS0ti2bRs///wzAD/88APbtm3j1KlTZboXIiIiYh6O48exHzoEFgvhXTqf/wCpMLvTRXaBu1GVz9pL4/4cFxVW2yfn9yUVOn40ZcoU7rvvPv7xj3/Qvn17Ro0axbFjx8p8bPfu3Rk6dCgDBgygQYMGXH311ec9rmvXrsyaNYuZM2eSmJjIu+++y4wZM4rt06ZNG5YtW8Z3333HxRdfTK9evfj444+9IzX3338/VquVDh06UK9ePQ4ePEijRo1Yu3YtTqeToUOHkpiYyD333ENsbOx5Gw+88sordOvWjVtuuQWAfv360a1bNz755JMy3QsRERExj9yiaWuhrVtjja55051qkow892iLxQIxPih07E47Bbi7CkeH17xFXzXHyI+CgoJ49NFHefTRR0u8ZvyuVXWtWrWKbatTpw5LliwpcZzL5SIzMxOAFStWlHrde++9l3vvvbfYtjFjxhT7vn///qxdu7bU49u0aVNsTR+P1q1b8+GHH5Z6DMDXX3/tzXamqVOnMnXq1LMeJyIiIjWHpq1Vn9O57mezY8JsWIMsVX7+LHuW9+uoGljoaERHRERERKpMnneh0K7+DXIB8HkjgkJ3oRPhcmENjfHJNXxJhY6IiIiIVAlXYSH527cDEKERHZ/zdSOC7MJsAKJcLggtuYSI2VWo0JkzZw4tWrQgLCyMpKQkVq9efc79/+///o/27dsTHh5O27ZteeuttyoUVkRERETMq2DHDgy7HWvt2tiaNvV3nICXnutZQ8dHIzpFU9diXC4IqXmFTrmf0Vm8eDETJ05kzpw59OnTh1dffZXhw4ezY8cOmpbyCz137lwmT57Mv/71L3r27MmGDRu45ZZbqF27NiNHjqySNyEiIiIi/pd7xvM5njUAxXc8zQh8NnUt/zQAUS4DQmteY4lyj+jMmjWLsWPHMm7cONq3b8/s2bNJSEhg7ty5pe7/9ttvc9tttzFq1Cguuugi/vKXvzB27NhSF5YUERERkZpLz+dUL8/Utdq+mrqWexIomrpWA0d0ylXoFBYWsnnzZpKTk4ttT05OZt26daUeU1BQQFhYWLFt4eHhbNiwAbvdXs64IiIiImJGhmGQu3ULoOdzqotn6lqsr6au5bvXNIw2gGDfFFO+VK6paydOnMDpdBIfH19se3x8/FkXqxw6dCivv/46V199Nd27d2fz5s3MmzcPu93OiRMnaNiwYYljCgoKKCgo8H7vaUlst9tLFEd2ux3DMHC5XLhcrvK8nQrxtHj2XNNszJyvqrK5XC4Mw8But2O1Wqsqnvd3y4wFuJmzgfJVhpmzgbnzmTkbmDufmbOB8lWGP7IV/vIL2cuWkb1sGc7jJyA4GGvbtqVm0L2ruNLypee4Py9Hhwb5JHeGZ0THYj3v+avz/pX1Ghbj9wu2nMORI0do3Lgx69ato1evXt7tTz31FG+//Ta7du0qcUxeXh533HEHb7/9NoZhEB8fz9/+9jeeeeYZjh49Sv369UscM3XqVKZNm1Zi+8KFC4mIiCi2LTg4mAYNGpCQkEBISM2rNKX8CgsLOXToEGlpaTgcDn/HERERueCEHD1K1Pc/EP3DD4QePerdblitpF92GSdGDPdjugvH/+0I4qeMIMa0ctKjXpk/0pfZl5kLWeHawfVZdtokmOexk9zcXEaPHk1GRgYxMWdve12uEZ24uDisVmuJ0Ztjx46VGOXxCA8PZ968ebz66qscPXqUhg0b8tprrxEdHU1cXFypx0yePJlJkyZ5v8/MzCQhIYHk5OQSbyY/P59Dhw4RFRVVYoqcLxiGQVZWFtHR0aZ8yM7M+aoqW35+PuHh4fTr169Kf+Z2u52UlBSGDBmCzeabIeCKMnM2UL7KMHM2MHc+M2cDc+czczZQvsrwdbaMxYvJeO89Cn/+5beNwcFE9OpF1NBkIgcMxBp79g+eF/K9q6zS8r26fz1kZNG/Vw/6t6lX5dfckPIJHIfaIRGMGDGi3Pl8pbQF6EtTrkInJCSEpKQkUlJSuOaaa7zbU1JSuOqqq855rM1mo0mTJgC89957XHnllQQFlf6IUGhoKKGhoaWe4/c3zul0YrFYCAoKOuv5qpJnypXnmr6wf/9+WrRowdatW+natWu5jq2OfBVVVdmCgoKwWCyl/j5UBV+dtyqYORsoX2WYORuYO5+Zs4G585k5GyhfZfgim+PUKY4/+ZTnAkT27kXMsOFEXz4Qa2ys3/NVFTNng+L5MvLcM1vqRof7JHOOIweA6OCyn7867l9Zz1/u9tKTJk1izJgx9OjRg169evHaa69x8OBBxo8fD7hHYw4fPuxdK+enn35iw4YNXHLJJaSnpzNr1iy2b9/OggULyntpMYkBAwbQtWtXZs+eXelznTp1iscee4xly5Zx6NAh4uLiuPrqq3niiSeILef/NEVERMR37EdSAbDWqUPL/y0td3EjVc/TXtpXXdey7EULhlp9P2vKF8pd6IwaNYqTJ0/y+OOPk5qaSmJiIkuXLqVZs2YApKamcvDgQe/+TqeT559/nt27d2Oz2Rg4cCDr1q2jefPmVfYmpGwKCwtN9RxTYWEhR44c4ciRIzz33HN06NCBAwcOMH78eI4cOcL777/v74giIiJSxHHsGAC2Ro1U5JiA3ekiu8A9ouOzdXQcuQBE2yJ9cn5fq9D8oQkTJrB//34KCgrYvHkz/fr18742f/58VqxY4f2+ffv2bN26ldzcXDIyMliyZAlt27atdPBA4HK5mDlzJq1atSI0NJSmTZvy1FNPeV/fu3cvAwcOJCIigi5durB+/XrvaydPnuS6666jSZMmRERE0KlTJxYtWlTs/AMGDODOO+9k0qRJxMXFMWTIEMC9FlKnTp2IjIwkISGBCRMmkJ2dXezYtWvX0r9/fyIiIqhduzZDhw4lPT2dG2+8kZUrV/Liiy9isViwWCzs378fgB07djBixAiioqKIj49nzJgxnDhxwnvOyy+/nAceeID77rvPmycxMZEPPviAkSNH0rJlSy6//HKeeuopPv30UzUaEBERMRHHMXfTgeCzPJct1cuzho7FAtFhvil0sh35AETbat5ioVDBQsfMDMMg157r0z95jrxSt5ejgR3gnuY3c+ZMpkyZwo4dO1i4cGGxpg6PPvoo999/P9u2baNNmzZcd9113g//+fn5JCUl8dlnn7F9+3ZuvfVWxowZw7ffflvsGgsWLCA4OJi1a9fy6quvAu5nXF566SXvFMKvv/6aBx980HvMtm3bGDRoEB07dmT9+vWsWbOGkSNH4nQ6efHFF+nVqxe33HILqamppKamkpCQQGpqKv3796dr165s2rSJzz//nKNHj3LttdcWy/Pee++VyPN7ng4awcHlHnAUERERH7EXdVcLrl/1D71L+WXkudfQiQmzYQ3yTQOqbJf7GlGhNbPQCbhPknmOPC5ZeIlfrv3t6G+JsEWcf0cgKyuLF198kZdffpkbbrgBgJYtW3LZZZd5R0juv/9+rrjiCgCmTZtGx44d+fnnn2nXrh2NGzfm/vvv957vrrvu4vPPP+f9999nypQp3u2tWrXimWeeKXbtiRMner9u0aIFTzzxBLfffjtz5swB4JlnnqFHjx7e7wE6duzo/TokJISIiAgaNGjg3TZ37ly6d+/O9OnTvdvmzZtHQkICP/30E23atPFeb+bMmWdtRnDy5EmeeOIJbrvttvPfRBEREak2jqNFU9c0omMKnhGd2j6atmYYBllFhU50SM2cqhhwhU5NsXPnTgoKChg0aNBZ9+ncubP3a8/CqseOHaNdu3Y4nU6efvppFi9ezOHDh72LrP5+naEePXqUOO/y5cuZPn06O3bsIDMzE4fDQX5+Pjk5OURGRrJt2zb+/Oc/l+v9bN68meXLlxMVFVXitV9++cVb6HQ7x0rJmZmZXHHFFXTo0IHHHnusXNcXERER3/I8oxNcX4WOGaQXFTqxPmpEkO/Mx4F7tlJ0WC2fXMPXAq7QCQ8O59vR355/xwpyuVzetWB+PyoRHhxe5vOEh59/3zNb53nWnfG0aH7++ed54YUXmD17tvd5m4kTJ1JYWFjsHJGRxR8eO3DgACNGjGD8+PE88cQT1KlThzVr1jB27FjvKrNlyfZ7LpeLkSNHMnNmycWkPEUaUKIQ88jKymLYsGFERUXx0Ucfmbqto4iIyIXI4Zm6Fl9ysXepfqdz3Z/5aoX76PmcQvfz20GGQURYbZ9cw9cCrtCxWCxlnj5WES6XC0ewgwhbRKXWgmndujXh4eF89dVXjBs3rtzHr169mquuuoq//e1v3lx79uyhXbt25zxu06ZNOBwOnn/+eW/+f//738X26dy5M1999RXTpk0r9RwhISE4nc5i27p3784HH3xA8+bNy/1sTWZmJkOHDiU0NJRPPvmkWhZ+FRERkfKxe7qu1VehYwa/tZb2Uce1wiwAIl0Glhr6jE7ANSOoKcLCwnjooYd48MEHeeutt/jll1/45ptveOONN8p0fKtWrUhJSWHdunXs3LmT2267jbS0tPMe17JlSxwOB//85z/Zu3cvb7/9Nq+88kqxfSZPnszGjRuZMGEC33//Pbt27WLu3LneDmrNmzfn22+/Zf/+/Zw4cQKXy8Udd9zBqVOnuO6669iwYQN79+5l2bJl3HzzzSWKojNlZWWRnJxMTk4Ob7zxBpmZmaSlpZGWlnbO40RERKT6uPLzcWVkAOq6ZhbpnhEdn62h4y50ol0uCC35aEJNoELHj6ZMmcJ9993HP/7xD9q3b8+oUaM4VvSvJWU5tnv37gwdOpQBAwbQoEEDrr766vMe17VrV2bNmsXMmTNJTEzk3XffZcaMGcX2adOmDcuWLeO7777j4osvplevXnz88cfekZr7778fq9VKhw4dqFevHgcPHqRRo0asXbsWp9PJ0KFDSUxM5J577iE2NvacI1+bN2/m22+/5YcffqBVq1Y0bNjQ++fQoUNluhciIiLiW57ncyzh4QRF18x/3Q80nmYEsT6euhbtckFIzSx0Am7qWk0SFBTEo48+yqOPPlritd+3qq5Vq1axbXXq1GHJkiUljnO5XGRmZgIUW8/oTPfeey/33ntvsW1jxowp9n3//v1Zu3Ztqce3adOm2Jo+Hq1bt+bDDz8s9RiAr7/+2pvNY8CAAeVuyy0iIiLVy/N8jq1+fe9zw+Jfp309da1oRCeqBhc6GtERERERkXOyH/V0XNPzOWZx2tdT1wo1dU1EREREApy3tbSezzEN79Q1H43o/DZ1zdCIjoiIiIgEJrWWNp/fFgz10YhOgftxgyiXC9R1TUREREQCkf3Yb8/oiDn4fB2d/FMARBl6RkdEREREApTj2HFAU9fMotDhIqfQvQxHLV81I8g/DUC0YYFg34wa+ZoKHRERERE5J+/UtfoqdMzAs1ioxQIxYb56Rse9blJ0UM0sckCFjoiIiIicg2EY3mYENj2jYwoZee5pa7HhNoKCfNPuO6uoGUGUNcwn568OKnRERERE5Kycp09jFLo/WAfXq+fnNAKQXtSIwFfP58Bv6+hEB6vQEREREZEA5BnNsdapgyWk5k5jCiSejmu+WkMHINueC0B0cITPruFrKnRERERE5Kx+ay2t53PM4rfFQn04ouPMByAqONJn1/A1FToiIiIiclZ2byMCTVszi9M+nrrmMlzkOAsAiK6ha+iACh0REREROQdvIwJ1XDON03meER3fTF3LtefiwgAgKiTWJ9eoDip0/OTTTz+lVq1auFwuALZt24bFYuGBBx7w7nPbbbdx3XXXAbBu3Tr69etHeHg4CQkJ3H333eTk5Hj3feedd+jRowexsbG0bduWv/71rxwr+h8TwIoVK7BYLPz3v/+lS5cuhIWFcckll/DDDz8Uy/XBBx/QsWNHQkNDad68Oc8//3yx15s3b8706dO5+eabiY6OpmnTprz22mtVfn9ERETEHBxH3Z8nNHXNPH57RsdHraXt7o5rwYZBWGiMT65RHQKu0DEMA1durm//5OWVut0wjDLn7NevH1lZWWzduhWAlStXEhcXx8qVK737rFixgv79+/PDDz8wdOhQ/vjHP/L999+zePFi1qxZw5133undt7CwkCeeeIKtW7fyzjvvsH//fm688cYS133ggQd47rnn2LhxI/Xr1+cPf/gDdrv7L8vmzZu59tpr+ctf/sIPP/zA1KlTmTJlCvPnzy92jueff54ePXqwdetWJkyYwO23386uXbvK8VMSERGRmuK3Z3TUWtosfD11LauwqOOay4WlBk9dC/Z3gKpm5OWxu3uSz69ztJRtbbdsxhJRts4UsbGxdO3alRUrVpCUlMSKFSu49957mTZtGllZWeTk5PDTTz8xYMAApk+fzujRo5k4cSIArVu35qWXXqJ///7MnTuXsLAwbr75ZgBcLhdxcXHMnj2bSy+9lOzsbKKiorzXfeyxxxgyZAgACxYsoEmTJnz00Udce+21zJo1i0GDBjFlyhQA2rRpw44dO3j22WeLFU0jRoxgwoQJADz00EO88MILrFixgnbt2pXzLoqIiIjZ2b1T11TomIWvp655Cp0olwtC1IxAKmDAgAGsWLECwzBYvXo1V111FYmJiaxZs4bly5cTHx9Pu3bt2Lx5M/PnzycqKsr7Z+jQobhcLvbt2wfA1q1bueqqq2jRogUJCQlcfvnlABw8eLDYNXv16uX9uk6dOrRt25adO3cCsHPnTvr06VNs/z59+rBnzx6cTqd3W+fOnb1fWywWGjRoUGyanIiIiAQOzzM6mrpmHtU1dS3a5YILbURnzpw5PPvss6SmptKxY0dmz55N3759z7r/u+++yzPPPMOePXuIjY1l2LBhPPfcc9StW7fCwc/GEh5O2y2bq/y8Hi6Xi8ysLGKiowkKKl4nWsLDy3WuAQMG8MYbb/Ddd98RFBREhw4d6N+/PytXriQ9PZ3+/ft7r3nbbbdx9913lzhH06ZNycnJITk5meTkZN566y3Cw8M5deoUw4cPp7Boga9zsVjcK+oahuH92qO06Xg2W/G/VBaLxfuskYiIiAQOo7AQ58mTgAodM/H1Ojq/TV0zICTqPHubV7kLncWLFzNx4kTmzJlDnz59ePXVVxk+fDg7duygadOmJfZfs2YN119/PS+88AIjR47k8OHDjB8/nnHjxvHRRx9VyZs4k8ViKfP0sQpxuQhyOAiKiChR6JSX5zmd2bNn079/fywWC/3792fGjBmkp6dzzz33ANC9e3d+/PFHWrVqVep5fvjhB06cOMHTTz9N48aNyczM5JNPPil132+++cb7c0pPT+enn37yTjnr0KEDa9asKbb/unXraNOmDVartVLvVURERGoex/HjAFhsNqy1avk3jHh519Hx0TM62YXuEZ0olwtCa26hU+5P6rNmzWLs2LGMGzeO9u3bM3v2bBISEpg7d26p+3/zzTc0b96cu+++mxYtWnDZZZdx2223sWnTpkqHr+k8z+m88847DBgwAHAXP1u2bPE+nwPu52DWr1/PHXfcwbZt29izZw+ffPIJd911F+Ae1QkJCeGf//wne/fuZenSpTz11FOlXvPxxx/nq6++Yvv27dx4443ExcVx9dVXA3Dffffx1Vdf8cQTT/DTTz+xYMECXn75Ze6//35f3woRERExIc/zOcH165eY9SH+UehwkVPofqSgtq9GdOxnPqNzgRQ6hYWFbN68meTk5GLbk5OTWbduXanH9O7dm19//ZWlS5diGAZHjx7l/fff54orrqh46gAycOBAnE6nt6ipXbs2HTp0oF69erRv3x5wPxOzcuVK9uzZQ9++fenWrRtTpkyhYcOGANSrV4/58+fzn//8h8TERGbPns0zzzxT6vWefvpp7rnnHpKSkkhNTeWTTz4hJMT9l6R79+78+9//5r333iMxMZF//OMfPP7446V2bxMREZHAp9bS5pOR5562ZrFAdJhv+oqd2XWtJhc65bo7J06cwOl0Ev+7X/b4+HjS0tJKPaZ37968++67jBo1ivz8fBwOB3/4wx/45z//edbrFBQUUFBQ4P0+MzMTALvd7m2F7GG3290tpV2uanlOxPPMiuealfXMM894ixLP+bZs2eK9hud6SUlJfP755yWO9xwzatQoRo0ahWEYZGVlER0d7W0gcOa96d27N99//32p5wC45ppruOaaa876+t69e0ts8+Q93/2oqnvncrkwDAO73V6lU+o8v1u//x0zAzNnA+WrDDNnA3PnM3M2MHc+M2cD5auMqs5WkHoEAGu9elVyzgvp3lU1T64TWXkAxIbZcDodnNEvqspk5rs/e0e7DOzWMCjDPanO+1fWa1iMciz+cuTIERo3bsy6deuKde966qmnePvtt0tdS2XHjh0MHjyYe++9l6FDh5KamsoDDzxAz549eeONN0q9ztSpU5k2bVqJ7QsXLiTid8/fBAcH06BBAxISErwjE1LSmjVrGDlyJPv37yc2tuaucAvukcVDhw6RlpaGw+HwdxwREZGAFbd0KXVWriL9sj4cHznS33EE+CUTXvoxmHphBn/v5oMqB1ics5gf7D/wwMl0GjSZSl5oPZ9cp6Jyc3MZPXo0GRkZxMScfUHTco3oxMXFYbVaS4zeHDt2rMQoj8eMGTPo06cPDzzwAOCehhUZGUnfvn158sknvdOvzjR58mQmTZrk/T4zM5OEhASSk5NLvJn8/HwOHTpEVFQUYWFh5Xk7FXLmiIkZ56qeLZ+nQIyOjj7nL4Q/spVXfn4+4eHh9OvXr0p/5na7nZSUFIYMGVKis5y/mTkbKF9lmDkbmDufmbOBufOZORsoX2VUdba0VavJBlpdcgk9R4wwXb6qZOZs8Fu+Nond4McfaBRXixEjLvHJtf63fCmkuqeuDRw6EiLqlDlfddw/z2yv8ylXoRMSEkJSUhIpKSnFpjelpKRw1VVXlXpMbm4uwcHFL+OZbnS2waTQ0FBCQ0NLbLfZbCVunNPpxGKxEBQUVOkuaGXhmXLluabZnC3f5Zdfftb7XV2q6t4FBQVhsVhK/X2oCr46b1UwczZQvsowczYwdz4zZwNz5zNzNlC+yqiqbK6irmuhDRtV6Xu9EO6dr2QVuj9P1Y4M8VnOnELP1DUXtsjaEFz261TH/Svr+cv9aXPSpEm8/vrrzJs3j507d3Lvvfdy8OBBxo8fD7hHY66//nrv/iNHjuTDDz9k7ty57N27l7Vr13L33Xdz8cUX06hRo/JeXkRERESqiePoUQCC65tr6tKFzNOMwFcd1wCyi5oRRBEEwTX30ZByt2oYNWoUJ0+e5PHHHyc1NZXExESWLl1Ks2bNAEhNTeXgwYPe/W+88UaysrJ4+eWXue+++6hVqxaXX345M2fOrLp3wdlHhyTw6GctIiLie4ZhYC8a0bGp65ppZBQtFhrrozV0ADI9Xdesvn8sxJcq1JNuwoQJTJgwodTX5s+fX2LbXXfd5V3zpap5hq5yc3MJDw/3yTXEXAoL3YtkaRFTERER33FlZ2Pk5gJqL20m6UUjOrUifFfoZDvcP/fo4EifXaM6+Kb5djWyWq3UqlWLY0ULWkVERPi0SYDL5aKwsJD8/HzTPqNj1nxVkc3lcnH8+HEiIiJKPPslIiIiVcczbS0oNpagamj4JGXjGdHx1dQ1h8tBrjMfgCibCh2/a9CgAYC32PElwzDIy8sjPDzctF3XzJqvqrIFBQXRtGlT070/ERGRQGIvKnRsej7HVDJ8PKKTY8/xfh1dgxcLhQApdCwWCw0bNqR+/fo+X6TIbrezatUq+vXrZ8qOHGbOV1XZQkJCTDdaJSIiEmgcx9zP5wTX17Q1M0n38TM6WUXP54S5XNhU6JiH1Wr1+XMbVqsVh8NBWFiY6QoJMHc+M2cTERGR4rwd1/R8jqn4uutatj0bgCiXARE1u9DRP4uLiIiISAmOY2otbUa+nrrmGdGJcrkgJNon16guKnREREREpAR70bPPai1tHg4X5BQ6AagV7psRHU+hE+NyQahGdEREREQkwDiOugsdTV0zj1yH+79BFogO880TKL9NXXNBSM3uuqZCR0RERERK8D6jo2YEpuEpdGLDbQQF+ab7bPGpaxrREREREZEAYjidOE6cAPSMjpnkFBU6tXzUiAB+K3SiDQNC9YyOiIiIiAQQx4mT4HKB1Upw3br+jiNFch3uURxftZYGyC50T12LdmpER0REREQCjLfjWr16WHy8dIeUnWdEp7aPOq7BGc/oGGpGICIiIiIB5rfnc+r7OYmcKbcap66pGYGIiIiIBJzfWkur0DGTnGqYulasvbTW0RERERGRQOJtLa2Oa6aS65265rsRnd/aSxuauiYiIiIigcU7dU1r6JjKb1PXfD+io/bSIiIiIhJwHMc8IzpqLW0mOXb3f6uj0Il2udReWkREREQCi72o65pNIzqm4mkv7ctmBNn2MwodNSMQERERkUDifUZHhY6peKeu+agZgd1pp8BZCEAUVggO9cl1qosKHRERERHxcuXm4spy/6u+2kubS46Pn9HJKhrNAYiy1ezRHFChIyIiIiJn8DyfExQRgTWqZj+MHkgKHC4KXb6duuZ5PifS5cJaw1tLgwodERERETmDXdPWTCkzz92JIMgC0aHBPrlGdqGntbSrxreWBhU6IiIiInIGxzG1ljaj07nuQic23EZQkMUn18gKoEYEoEJHRERERM6g1tLmdLpoRMdXjQjgzDV0jBq/hg6o0BERERGRM9iPqrW0GWUUFTqxPlxDxzN1LfpCnro2Z84cWrRoQVhYGElJSaxevfqs+954441YLJYSfzp27Fjh0CIiIiLiG97W0vVV6JhJ+hlT13zltxEdF1yIzQgWL17MxIkTefTRR9m6dSt9+/Zl+PDhHDx4sNT9X3zxRVJTU71/Dh06RJ06dfjzn/9c6fAiIiIiUrUcRz3P6Ki1tJlkVMPUtWx7YI3olLtlw6xZsxg7dizjxo0DYPbs2XzxxRfMnTuXGTNmlNg/NjaW2NhY7/dLliwhPT2dm266qRKxRURERMQXPM/o2LSGTpXalZbJup9PYrNaCAkOwmYNKvbfEGsQretHUT8mrNTjvYWOD6eueUZ0AqUZQbkKncLCQjZv3szDDz9cbHtycjLr1q0r0zneeOMNBg8eTLNmzcpzaRERERHxMcPlwn78OKCua1Vt7PxNHD6dd859QoODePbPXfhDl0YlXvM0I6ieqWuB0YygXIXOiRMncDqdxP/uFz8+Pp60tLTzHp+amsr//vc/Fi5ceM79CgoKKCgo8H6fmZkJgN1ux263lydylfNc3985zsbM+cycDcydz8zZQPkqw8zZwNz5zJwNzJ3PzNlA+SqjstkcJ0+C3Q4WC0ZsbJW/x0C+d+eSle/wFjnJHerjcBoUOl3YnS4KHS7sToPTeXZ+Tc/j7kVb+Sk1g7sGtizWRvpUtvuzcXRIkM/uX2aB+zN3tMuFMzgCVzmuU50/27Jew2IYhlHWkx45coTGjRuzbt06evXq5d3+1FNP8fbbb7Nr165zHj9jxgyef/55jhw5QkjI2Vd0nTp1KtOmTSuxfeHChURERJQ1roiIiIiUQ+iRIzR78SUcUVHsnfJ3f8cJGL/mwLPfBxMZbDC9p7PUfVwGfHowiK+PuB+h71bXxeiWLkKs7tdf/jGIPZlBXN/aSVJcmT++l8sb2W+wz7GPp4+doGHdv3Kobl+fXKeycnNzGT16NBkZGcTExJx1v3KN6MTFxWG1WkuM3hw7dqzEKM/vGYbBvHnzGDNmzDmLHIDJkyczadIk7/eZmZkkJCSQnJx8zjdTHex2OykpKQwZMgSbzXdDhxVl5nxmzgbmzmfmbKB8lWHmbGDufGbOBubOZ+ZsoHyVUdlsOatWkQpEJiQwYsQI0+XzJV9m++LHo/D9d7RqUIsRIy45635XAv/ZfJjHPt3B1pNBOMJqMXd0V+Jjwpi7bx1kZnNZz24MbN+gSvN5vPO/dyDdPaLTuWdvOrUr++9Adf5sPbO9zqdchU5ISAhJSUmkpKRwzTXXeLenpKRw1VVXnfPYlStX8vPPPzN27NjzXic0NJTQ0NAS2202m2n+UpgpS2nMnM/M2cDc+cycDZSvMsycDcydz8zZwNz5zJwNlK8yKprNOHHSfXyDBj59b4F4787lcIZ72lmzupHnPffoS5vTsn4049/ZzA+HM/l/r37L69f3JCPPAUDd6HCf3bscRw7gLnSCw2OgAtepjp9tWc9f7vbSkyZN4vXXX2fevHns3LmTe++9l4MHDzJ+/HjAPRpz/fXXlzjujTfe4JJLLiExMbG8lxQRERGRaqDW0r5x8FQuAE3rlO0RjEsuqsuSO/rQqn4URzML+POr6zie5S6WfNl1zbNgqLsZQc1fR6fc7aVHjRrFyZMnefzxx0lNTSUxMZGlS5d6u6ilpqaWWFMnIyODDz74gBdffLFqUouIiIhIlXMc9ywWqkKnKnkLnbplf9a8Wd1IPpzQmzsXbmXVT8e92321jo5hGMXbS1+I6+gATJgwgQkTJpT62vz580tsi42NJTc3tyKXEhEREZFqYi8a0bGptXSVKu+IjkdMmI15N/Tgyf/uZP66/YRbDaJCK/Tx/bzynfk4DPf0OPc6OhdooSMiIiIigcdx1DOio0KnqjicLg6nu1tLNyvHiI5HsDWIqX/oSL9Wdfh+y4ZiLaerkmfaWpBhEGEYEFrzp66V+xkdEREREQk8hmH89oyOpq5VmdSMfBwugxBrEPHRYRU+T9/WcbTwYe3hmbYW6TKwAIRE+u5i1USFjoiIiIhw8rV/4Tx9GktICLbGjf0dJ2B4pq01qRPus9GYqpBldxc6MS4XBNkguGQH5JpGhY6IiIjIBS7zi2Ucf+EFAOIfmYw1qub/a75ZeAqdZuV8Pqe6/dZxLTAaEYAKHREREZELWt4P2zny0EMA1B4zhtp/+YufEwWWAycr1oigunlGdKJcroBoLQ0qdEREREQuWPajR/n1jjsw8vOJ7NeX+Ice9HekgHOoaEQnweyFToC1lgYVOiIiIiIXJFduLoduvx3HsWOEtm5F41mzsASrIW9V805dq2vu6YCeqWvRLiMgGhGACh0RERGRC47hcnH4wQcp2LETa506NJn7CtaowPhXfLM5cDIHqAFT1wrPnLoWGL8LKnRERERELjDHX3iB7C+/wmKz0eTllwlpoi5rvpCRaycz370IZ40pdAxNXRMRERGRGuj0hx9x8l+vA9Bw+lNEdO/m50SB68Ap92hOvehQwkOsfk5zbtl299S1GKeaEYiIiIhIDZO7cSOpjz0GQNyE24kdOdLPiQKb5/kcs4/mwBntpTWiIyIiIiI1iWEYHJn8CNjtRA8bRtydd/o7UsCrKWvowJntpdWMQERERERqEPuhQ9h//RVsNho99SSWIH0M9LWDJ2tGa2n47RmdGDUjEBEREZGaJHfTZgDCExMJigyMf7E3u99aS5u/0PFOXXO5IFTP6IiIiIhIDZG7aRMAET2S/JzkwlGTntH5beqaRnREREREpAbJ3ewpdHr4OcmFodDh4sjpPMD8hY7LcJFjd3eIi3apGYGIiIiI1BCO48exHzgIFgvh3dROujocOZ2Hy4AwWxD1okP9Heeccu25uAwXANFqRiAiIiIiNUXuZvfzOaFt22KNifFzmgvDgTOmrVksFj+nOTfPGjrBBoQahtbREREREZGawdOIICJJz+dUlxr1fE5Rx7Vow8ACmromIiIiIjWDtxFBTz2fU10OeQsd808D8xY6Tqd7g5oRiIiIiIjZOTMzKdi9G9CITnU6cNL9cH/TOuF+TnJ+nqlrUa6iQkftpUVERETE7PK2bgXDwNasKcH16vk7zgXj4Cl3x7Vmdc0/opNRkAEUNSIANSMQEREREfP77fkcTVurLoZheKeuJdSAZ3TS89MBqON0QpANgs3dJa6sVOiIiIiIBLDfFgpVoVNdTuUUkl3gwGKBJrXNP3UtvcBd6NR2Bs4aOlDBQmfOnDm0aNGCsLAwkpKSWL169Tn3Lygo4NFHH6VZs2aEhobSsmVL5s2bV6HAIiIiIlI2rvx88rZvByCih57PqS6ejmsNYsIIs1n9nOb8TuWfAqCOyxkwraUBgst7wOLFi5k4cSJz5syhT58+vPrqqwwfPpwdO3bQtGnTUo+59tprOXr0KG+88QatWrXi2LFjOByOSocXERERkbPL+/57sNsJrlcPW0KCv+NcMA7WoGlr8FuhU9vpgvDAGdEpd6Eza9Ysxo4dy7hx4wCYPXs2X3zxBXPnzmXGjBkl9v/8889ZuXIle/fupU6dOgA0b968cqlFRERE5LzyihYKDe+RZPpFKwPJwZPuQqdZDSl0PM/o1HU6A6YRAZRz6lphYSGbN28mOTm52Pbk5GTWrVtX6jGffPIJPXr04JlnnqFx48a0adOG+++/n7y8vIqnFhEREZHzyt2o53P8oSYtFgq/G9EJkDV0oJwjOidOnMDpdBIfH19se3x8PGlpaaUes3fvXtasWUNYWBgfffQRJ06cYMKECZw6deqsz+kUFBRQUFDg/T4zMxMAu92O3W4vT+Qq57m+v3OcjZnzmTkbmDufmbOB8lWGmbOBufOZORuYO5+Zs4HyVcaZ2QyHg9xt2wAI6dLVFHlryr2rrP1Fa+g0ig2tsvfqy3vnGdGp7XLiskXirMA1qvNnW9ZrWAzDMMp60iNHjtC4cWPWrVtHr169vNufeuop3n77bXbt2lXimOTkZFavXk1aWhqxsbEAfPjhh/zpT38iJyeH8PCSnSimTp3KtGnTSmxfuHAhERE1ozIWERER8afQX3+l2T9fxhkexi//+AcEqdludXlss5XThRbuTXTQ3OTP9jsMB1MzpgKw5sAhMmr1YWuzW/0b6jxyc3MZPXo0GRkZxMTEnHW/co3oxMXFYbVaS4zeHDt2rMQoj0fDhg1p3Lixt8gBaN++PYZh8Ouvv9K6desSx0yePJlJkyZ5v8/MzCQhIYHk5ORzvpnqYLfbSUlJYciQIdhsNr9mKY2Z85k5G5g7n5mzgfJVhpmzgbnzmTkbmDufmbOB8lXGmdlyFr3HCSC658WMuPJKf0cDas69q0y2AruTid98BcCoKwdTNzLEVPl+72juUVgCwViIcRlEXdSOhkNHmCZfaTyzvc6nXIVOSEgISUlJpKSkcM0113i3p6SkcNVVV5V6TJ8+ffjPf/5DdnY2UVHuOX8//fQTQUFBNGnSpNRjQkNDCQ0tuVCRzWYzzV8KM2UpjZnzmTkbmDufmbOB8lWGmbOBufOZORuYO5+Zs4HyVYbNZiN/6xYAoi7uabqcZr93lcl2IL0Aw4Co0GDiYyOqvAlEVd+7LEcWALWCQrAA1rBorJU4f3X8bMt6/nKPYU6aNInXX3+defPmsXPnTu69914OHjzI+PHjAfdozPXXX+/df/To0dStW5ebbrqJHTt2sGrVKh544AFuvvnmUqetiYiIiEjlGIZB3mZ3oROepPVzqtOhM1pL14ROd57nc+p4xj8u1GYEAKNGjeLkyZM8/vjjpKamkpiYyNKlS2nWrBkAqampHDx40Lt/VFQUKSkp3HXXXfTo0YO6dety7bXX8uSTT1bduxARERERL/u+fTjT07GEhRHesaO/41xQDhQ1Imhap2b8g/7J/JMA1PaMf4Sa/KGicih3oQMwYcIEJkyYUOpr8+fPL7GtXbt2pKSkVORSIiIiIlJO3tGczp2xhFTNMyJSNgdPuZdQaVa3ZqxH4x3R8bQnC6ARHbXfEBEREQkw+VvchY7Wz6l+B8+YulYTeNbQqeN0uTeEqtAREREREZPK27wZgIgeej6nuh085Zm6VjMKnfSCojV0HA73hpCaMRJVFip0RERERAJIcPppHKmpYLUS3qWLv+NcUAzD8I7oNKshhY53RMdR6N4QEjjP6KjQEREREQkg4fv3ARDWoQNBkYHzr/M1wfHsAvLtLoIs0KhWzWhG4C10CvPdGzR1TURERETMKHzffkDP5/jDwZPu0ZxGtcIJCa4ZH7M9zQhqF7izqxmBiIiIiJhS+D73iI6ez6l+nmlrNeX5HDij61qhu1tcILWXVqEjIiIiEiCc6emEHjsGQHj37n5Oc+E5cLJmFTqFzkKy7dkA1HY53RvVjEBEREREzCZvy1YAQlq2JLh2bT+nufAc8ozo1K0ZhY7n+Zxgi5UYlwFBNggO9XOqqqNCR0RERCRAeNbPCUvSaI4/1LSpa97nc0JisEBANSIAFToiIiIiAcFwOslZvRrQtDV/OeBtLV0zpn95RnRq24oKnABqLQ0qdEREREQCwun//Af7vn04w8OIuOwyf8e54OQVOjmeVQDUnBEdb6FjLWqFrREdERERETETZ0YGx2e/CMDJIUOwxsb6OdGFxzNtLSYsmNgIm5/TlI2345qn0AmgRgSgQkdERESkxjv+z5dxnj5NSKuWnL70Un/HuSB5Cp1mdWtOseBdLNRTEoTX8WOaqqdCR0RERKQGy//pJ9IXLQIg7qGHwGr1c6ILU01rRACQXlA0ouModG+o1dSPaaqeCh0RERGRGsowDI5OnwFOJ9FDBhOh0Ry/OXgyB4CEGlTonMorekYn351dhY6IiIiImEJWSgq533yDJSSE+g895O84F6xCh4tdaVkANKsha+gAnCoomrqWe9q9IcAKnWB/BxARERGR8nPl53Ns5jMA1Bl7MyFNmmC32/2c6sKy40gm72/+lSXbDnMqxz39q0VczXlGx9uMIOu4e4MKHRERERHxt1Nvvon98GGCGzQg7pZb/B3ngnEqp5CPtx3m/c2/8uORTO/2etGhXNczgZ7Na84D/d720tmeQqeZH9NUPRU6IiIiIjWMPTWVE6++BkD9++8nKKLmTJeqqQ6czGHG0l18tesodqcBgM1qYXD7eP7cown9Wtcj2FpzngopdBaSY3c/m1Pb5QRbBETUnCKtLFToiIiIiNQwx559DiM/n/CkJGKuGOHvOBeEu9/bxneHTgOQ2DiGP3VvwlVdG1M7MsS/wSrIM5oTbAkixmVA3aZgsfg5VdVSoSMiIiJSg+Ru2kTm0qVgsdDg0UewBNiHUzP6NT2X7w6dJsgCS+7oQ+cmtfwdqdK809as4Vgg4J7PAXVdExEREakxDKeTtKemA1Drz38mrEMHPye6MCz78SgAPZrXCYgiB35rRFDbUjTuoUJHRERERPzl9PsfULBzJ0HR0dSbeI+/41wwvvgxDYChHRv4OUnV8Yzo1HEVbVChIyIiIiL+kr74PQDi7phAcJ3AenDcrE5mF7Bxv7soSO4Q7+c0Vcc7dc3ubotNbIIf0/iGCh0RERGRGsCZkUHBzl0AxF5xhZ/TXDi+2nkMlwEdG8WQUCdwutt5pq7VLXB3Xgu01tJQwUJnzpw5tGjRgrCwMJKSkli9evVZ912xYgUWi6XEn127dlU4tIiIiMiFJnfzFjAMQlq0ILhePX/HuWB8XjRtbVgATVsDSC8oekYnr2gtIE1dg8WLFzNx4kQeffRRtm7dSt++fRk+fDgHDx4853G7d+8mNTXV+6d169YVDi0iIiJyocnduBGAiJ49/ZzkwpFd4GDNnhMADE0MrELnVF7R1DWXE4LDITLOz4mqXrkLnVmzZjF27FjGjRtH+/btmT17NgkJCcydO/ecx9WvX58GDRp4/1it1gqHFhEREbnQ5G7YAKjQqU4rdh+j0OmiRVwkretH+TtOlTpVUNSMwOlyj+YEYJvycq2jU1hYyObNm3n44YeLbU9OTmbdunXnPLZbt27k5+fToUMH/v73vzNw4MCz7ltQUEBBQYH3+8xM95Ca3W7HbreXJ3KV81zf3znOxsz5zJwNzJ3PzNlA+SrDzNnA3PnMnA3Mnc/M2UD5SuPMyiJ/504AQrp1Peu1de8qrrRs//shFYDB7erhcDj8ksujqu+dZ0SnjtOJKzYBZyXPW50/27Jew2IYhlHWkx45coTGjRuzdu1aevfu7d0+ffp0FixYwO7du0scs3v3blatWkVSUhIFBQW8/fbbvPLKK6xYsYJ+/fqVep2pU6cybdq0EtsXLlxIRETgPAQmIiIiUhaRu3bR+M35FNaty/4HH/B3nAuCwwWPbLJS4LRwb6KD5tH+TlS1njj9BAUU8OmhIxi1+vF9wo3+jlRmubm5jB49moyMDGJiYs66X7lGdDx+vwKvYRhnXZW3bdu2tG3b1vt9r169OHToEM8999xZC53JkyczadIk7/eZmZkkJCSQnJx8zjdTHex2OykpKQwZMgSbzebXLKUxcz4zZwNz5zNzNlC+yjBzNjB3PjNnA3PnM3M2UL7SnNi1m9NA3X796DBihKmylYeZ8/0+28qfjlPw7VbqR4cy/s9DCAry79Suqrx3Bc4C/r747wDUcTmJ7HQZTXqf/fequvOdj2e21/mUq9CJi4vDarWSlpZWbPuxY8eIjy97X/FLL72Ud95556yvh4aGEhoaWmK7zWYzzV8KM2UpjZnzmTkbmDufmbOB8lWGmbOBufOZORuYO5+Zs4HynSl/y2YAoi65uEzX1L2rOE+2L3cVNSHo2IDQ0BA/p/pNVdy7k4UnAQg2INplYKnbHGsV/Tyq42db1vOXqxlBSEgISUlJpKSkFNuekpJSbCrb+WzdupWGDRuW59IiIiIiFyRXTg75238EIFKNCKqF02WQsuMo4C50Ao13sVDDwAIBuYYOVGDq2qRJkxgzZgw9evSgV69evPbaaxw8eJDx48cD7mlnhw8f5q233gJg9uzZNG/enI4dO1JYWMg777zDBx98wAcffFC170REREQkAOVu3QZOJ7bGjbE1buzvOBeEzQfSOZlTSGy4jUsuquPvOFXOs1hoHUfRQ/0BuIYOVKDQGTVqFCdPnuTxxx8nNTWVxMREli5dSrNm7kowNTW12Jo6hYWF3H///Rw+fJjw8HA6duzIf//7X0acY36piIiIiLhp/Zzq90XRIqGD2tXHZi33aiym5x3RcTohOAwiA3MB2go1I5gwYQITJkwo9bX58+cX+/7BBx/kwQcfrMhlRERERC54KnSql2EY3kInOQCnrcFvhU4dpwtiEwJyDR2owIKhIiIiIlI9XHl55P3wAwARF6vQqQ4707L4NT2PMFsQ/dsE5kiHd+qa0xmw09ZAhY6IiIiIaeVt2wZ2O8ENGmBr0sTfcS4Iy3YcA6B/m3qEh1j9nMY3fpu65lKhIyIiIiLV78xpa2dbs1CqVkpRoROI3dY8vCM6Lo3oiIiIiIgf5G7wFDo9/JzkwnA8D346lk1wkIVB7cq+RmRNoxEdEREREfEbV0EBed9/D6gRQXX5/pR71OzSi+oSG2HOBU2rwm/NCDSiIyIiIiLVLO+77zAKC7HWiyOkeXN/x7kgfH/K/dF4aMfAHc0BSC/wNCPQiI6IiIiIVDPP8zmRej6nWhzLKmB/tvs+B2pbaYACZwE59hwAahMMkfX9nMh3VOiIiIiImFDuxk0ARFx8sZ+TXBi+3OluQtA1IZb4mDA/p/EdTyOCYMMgOrYxBAVuORC470xERESkhnIVFrpbS6Pnc6rL17uOAzC4XeCOcEDx53MssYE7bQ1U6IiIiIiYTv4PP2Dk52OtW5eQiy7yd5yAV+Bw8u1+dwEwsG2cn9P41oXScQ1U6IiIiIiYjnf9nB499HxONdi0P518u4sYm0Hr+lH+juNTF8oaOqBCR0RERMR0fls/R9PWqsOqPe5pa+1qGQFfWBYf0Wnm5zS+pUJHRERExEQMu51cPZ9TrVb/dAKAtrGGn5P43oWyhg6o0BERERExlfwff8TIzcUaG0to61b+jhPwjmcVsCM1E4C2tQK/0EnPOwl41tBJ8HMa31KhIyIiImIiOUXP54T37IElgFv/msWan93T1jo2iiba5ucw1SA9JxWA2gYQFbjrBYEKHRERERFTOXOhUPE9z7S1y1oGdrc1j1M57vWCaofVCeg1dECFjoiIiIhpGA4HeZu3AHo+pzoYhsGqPUWFTqu6lTvZ1nfhk7sh80gVJPOdUwWnAagbGdijOaBCR0RERMQ08nfuwpWTQ1BMDKFt2/o7TsDblZbFiewCwm1WujWtVfETrfsnfDwBtiyAub1h52dVlrGqnbJnA1A7pomfk/ieCh0RERERk8jdsAGAiKQkLFarn9MEvlU/uZ/P6dWyLqHBFfxYvO6fsOzv7q9jmkBeOiz+K3w6EQpzqyZoFSlwFpBrOACoUzvwF6JVoSMiIiJiEtmrVwOatlZdVhdNW+vbuoLP55xZ5PR/GO7eCr3vdn+/+U3410BI214FSauGZ7HQYMMgqlZLP6fxPRU6IiIiIiZgT00l99tvAYhOTvZzmsCXV+hkw373mjJ9W9cr/wl+X+QMnAzBIZD8BIxZAlHxcHwX/Oty+OYVMPzfuvpkvqe1tBNL7cBeLBRU6IiIiIiYQsann4FhENGzJyFNGvs7TsDbsP8UhQ4XjWLDaFkvsnwHl1bknKnlQLh9HbQZBs4C+PwhWHgtZB+vmvAVlJ575ho6gb1YKKjQEREREfE7wzDI+ORjAGKvvsrPaS4Mnudz+rWph8ViKfuB5ytyPCLj4Lr3YMRzYA2FPcvgtQHuZ3j8JP30PgBquwyIVtc1EREREfGx/B93UPjzL1hCQ4keOtTfcS4Iq/e4C51yTVsra5HjYbHAxbfArcshtilk/grfvVfBxJV3KmM/ALWtYRAU+M0uKlTozJkzhxYtWhAWFkZSUhKrix6cO5+1a9cSHBxM165dK3JZERERkYCU8bF7NCd60CCsUVF+ThP40jLy+eloNhYL9Cnr+jlrZpevyDlTfEe47B7315ve9NvzOqeyDgNQJyTaL9evbuUudBYvXszEiRN59NFH2bp1K3379mX48OEcPHjwnMdlZGRw/fXXM2jQoAqHFREREQk0ht1O5mfudVc0ba16eEZzOjepRa2IkHPv7HLBF4/Cl4+5v+//UPmKHI9OfwZbBJzYDQe/Kf/xVSA99xgAdcLq+OX61a3chc6sWbMYO3Ys48aNo3379syePZuEhATmzp17zuNuu+02Ro8eTa9evSocVkRERCTQZK9egzM9HWtcHJG9e/s7zgVhVVFb6X7nayvttMOS8bD+Zff3Q56AgY9U7KJhsZD4/9xfb36zYueopFNF7aVrRwb+8zkAweXZubCwkM2bN/Pwww8X256cnMy6devOetybb77JL7/8wjvvvMOTTz553usUFBRQUFDg/T4zMxMAu92O3W4vT+Qq57m+v3OcjZnzmTkbmDufmbOB8lWGmbOBufOZORuYO5+Zs8GFly/9o48AiB4xAodhQCXOe6Hdu4pwuQzWFI3o9L6odolM3myF2Vg/uJmgvV9jBAXjvPIljE7XVurnY+kyhuCtb2P8uATHoCcgouwjK1Vx707Zs8ECsVGNqvxnUJ0/27Jew2IYZZ8keOTIERo3bszatWvpfca/OEyfPp0FCxawe/fuEsfs2bOHyy67jNWrV9OmTRumTp3KkiVL2LZt21mvM3XqVKZNm1Zi+8KFC4mIiChrXBERERFTC8rN5aInnyLI6WT/PXdT2KiRvyMFvEPZ8NwPwYRaDWb0cGItZX5TiD2TS/fOonbuXhxBIWxscTfHYjpX/uKGQf/dU6iVd5AfGo9mb/1hlT9nOcw98QiHg4O4zzqU2tF9q/XaVSk3N5fRo0eTkZFBTEzMWfcr14iOx+9b8BmGUWpbPqfTyejRo5k2bRpt2rQp8/knT57MpEmTvN9nZmaSkJBAcnLyOd9MdbDb7aSkpDBkyBBsNptfs5TGzPnMnA3Mnc/M2UD5KsPM2cDc+cycDcydz8zZ4MLKl/Gf9znudBLSujWDx40zVTZfMEO+V1buhR9+pm/r+oy8sluJbMkXtyPsP3/BkrsXI7wOjFpEj8ZJVXb9oAbH4PMHSMzfSLvhL7o7s5VBpe+dy8n0he5pd337XkPTRheX/xy+zFcOntle51OuQicuLg6r1UpaWlqx7ceOHSM+Pr7E/llZWWzatImtW7dy5513AuByuTAMg+DgYJYtW8bll19e4rjQ0FBCQ0NLbLfZbKb5S2umLKUxcz4zZwNz5zNzNlC+yjBzNjB3PjNnA3PnM3M2uDDyZRc1Iah19dVV+l4vhHtXUWt+OQVA/7b1S2SIyT1I2Dv3Y8k5BrFNsYz5kOC41lUboOtf4KupWE7uwZa6CZqV77msit67/FOHyA1yD1/Vr9/BZ/e/On62ZT1/uZoRhISEkJSUREpKSrHtKSkpxaayecTExPDDDz+wbds275/x48fTtm1btm3bxiWXXFKey4uIiIgEjMKDB8nbsgWCgoi58kp/x7kgZBc42HLQ/UB+vzbF18+x/LqRy/Y85S5y6neEscugqoscgLAY6FTUlGBT9TUlSD+xE4BgA6LCalXbdf2p3FPXJk2axJgxY+jRowe9evXitdde4+DBg4wfPx5wTzs7fPgwb731FkFBQSQmJhY7vn79+oSFhZXYLiIiInIhyfj4EwAie/fGFl/fz2kuDN/uPYndadC0TgTN6kb+9oKjAOsnE7C48nA17UXQde9BeC3fBUm6Eba8BTs+huEzy9WUoKJOnfoZgDpYS33kJBCVu9AZNWoUJ0+e5PHHHyc1NZXExESWLl1Ks2bNAEhNTT3vmjoiIiIiFzLDMLyLhMZepbVzqsvqorbSfX/fVvrbV7Gk7yM/uBbWaxcS5MsiB6BRd2jQGdK+h+8WQa87fHs9IP30PgDqWMN8fi2zKPc6OgATJkxg//79FBQUsHnzZvr16+d9bf78+axYseKsx06dOvWcHddEREREAl3eli3Yf/2VoIgIogdrMfXqsuond1vpvq3PmLaWfRxWPQvAjkZ/htBo3wexWNyjOuCevlb2JsgVdirrMAC1Q6rh/ZlEhQodEREREam4jCXu0ZzooUMJCg/3c5oLw6FTuew9kYM1yELvVnV/e2H5U1CQiatBFw7V6VN9gTr9GWyRcHIPHDj7epRVJT33GAB1wuqeZ8/AoUJHREREpBq5CgrI/PxzQNPWqtOqokVCuyXUIiasqGtX2nbYsgAAV/JTYKnGj8ZhMdDpT+6vN/u+KcGp/NMA1I4s2Sk5UKnQEREREalG2cuX48rKIrhhQyIu7unvOBeEvcezee4L98L2A9sVNX4wDPj8YTBc0PEajIRLqz+YZ/rajo8h56TvruNyccqRDUCdmCa+u47JqNARERERqUaeaWuxf/gDliB9FPO1E9kF3PjmRtJz7XRpEstNfZq7X9i9FPavBmsoDJ7mn3CNu0PDLuAsdDcl8JXso6QHuTut1Ylp5rvrmIz+domIiIhUE8fJk2SvXg1A7FV/8HOawJdX6GTcgk0cPJVLQp1wXr+hJxEhweAogC8ede/U+06o7ccP/55Rnc3zfdeUIPU70ouK6toRcefZOXCo0BERERGpJpn//S84nYR16kToRRf5O05Ac7oM7nlvK9sOnaZWhI35N11MvehQ94sbXoP0fRAVD5fd69+gnf4MIVHupgT711T9+R2F8OVjnLRaAagT5vs1e8xChY6IiIhINTlz2pr4jmEYPPHZDpbtOEpIcBD/ur4HLetFuV/MOQErn3F/Peix6mknfS6h0Wc0JZhf9ef/Zg4c30W6Ch0RERER8YWCPXvI37EDgoOJufIKf8cJaG+s2cf8dfsBmHVtF3o2P+PDfVE7aRp2gS7X+Sfg73mmr+38BE78XHXnzfgVVs4k32Iht+gZndphtavu/CanQkdERESkGmR88gkAUf36EVz7wvmwWd3+90MqTy3dCcAjI9pxZedGv7149MffRk2GPQ1maQbRqBu0vNzdlGDJ7eByVs15P38Y7LmkJ/QAwBZkI8oWVTXnrgFM8tMVERERCVyG00nGp58BWjvHlzYfOMXExdswDLi+VzNu6XvGc1CGAZ9PdreT7nA1NOvtt5ylGvkShMbArxtg3T8rf749KbDzU7BYOXXZPYB7NMdisVT+3DWECh0RERERH8vdsAFHWhpBMTFEDRzg7zgB6eDJXMYt2ESBw8Xg9vV5bGTH4h/qf/oc9q10t5Me4qd20udSKwGGzXB/vfwpOLaz4uey58PSB9xfX3o7q/J+BSAhOqGSIWsWFToiIiIiPpbxsXvaWszw4QSFhPg5TWD61+q9pOfa6dwklpeu64Y16HcjF2tfdP/30tuhdvNqz1cmXf8KbYa5p7B9NB6c9oqdZ+1sd1e56IbkXTaRRTvda/SMajuq6rLWACp0RERERHzIlZtL5rJlgNbO8RXDMPhq51EAJg5u7V4r50xHf4SD68FidRc6ZmWxwMgXIawWpG6DNS+U/xyn9sLqWe6vh05nyaEvSS9Ip3FUY4Y0G1KVaU1PhY6IiIiID2V99RVGbi62hATCu3Xzd5yAtCM1kyMZ+YTZgujdspQFMTe96f5vuysgukH1hiuv6AYw4jn31ytnQur3ZT/WMGDpg+AsgIsG4Gg/kgU/LgDgho43EBwUfJ4TBBYVOiIiIiI+dObaORfSg+DV6csdxwDo27oeYTZr8RcLsuG799xf97i5mpNVUKc/QfuR4HK4u7A5Cst23K7P4OcUsIbAiOdJOfglh7MPUzu0Nle3utqnkc1IhY6IiIiIj9iPHiNn/XpA09Z86atd7mlrQ9rHl3xx+wdQmAV1WkKL/tWcrIIsFrjiBYioC0e3u0d2zqcwB/73sPvr3ndj1G3Jm9vdI1nXtb+O8OBwHwY2JxU6IiIiIj6S+dln4HIR3q0bIU2b+jtOQErLyOf7XzOwWGBgu/old9g0z/3fHjeZZ92csoiqB1cWPaOz5gUsR7acfV/DgBUzIPNXiG0Kfe9jfep6dp7aSXhwONe1NcnCqNXswpqoJyIiIlKNPIuEau0c3/GM5nRNqEW96NDiLx7e7H6o3xoKXUZXf7jK6nAVJP4Jtr+P9dM7CWr8oLuoyTgMR7bAka1wuOi/+afdx4x4BkIivKM5f2z9R2qF1fLbW/AnFToiIiIiPpC/axcFu3djsdmIGT7M33EC1lc73c/nDC5t2ppnNKfj1RBZt/pCVaURz8L+1VhO/ES/nMcJ/vkRyDlWcj9rCFx8K7Qdzo8nf+Sb1G+wWqxc3+H66s9sEip0RERERHzAs3ZO1MCBWGNj/ZwmMOUWOljz8wmglEIn7zT88IH765rShKA0EXVg5EuwaBSxeQfd2yxWqN8eGnWDxt3d/63fEYLdazTN3z4fgGEthtEoqpGfgvufCh0RERGRKmY4HGR89ikAsVdr2pqvrNlzgkKHiya1w2kTH1X8xe8XgyPPXQAkXOKfgFWl7TAcf3yDnd9+TftBowlu0h1CIkrd9VDmIZYdcK/bdFPHm6ozpemo0BERERGpYjnrv8F5/ATWWrWIuuwyf8cJWF8WLRI6uH188dbdhgEb33B/3eMmdxezGs5ofxV799lol3AJ2Gxn3W/BjgW4DBd9GvehbZ221ZjQfGpQ6wkRERGRmiHjY/faOTFXXIElJMTPaQKTy2Xw9a6zPJ9zYB2c2A22SOg8yg/p/ONk3kmW/LwEgJs71uDpelVEhY6IiIhIFXJm55D15ZeA1s7xpW2/nuZEdiHRocFc3KJO8Rc9TQg6/QnCYqo/nJ8s2rWIAmcBiXUT6dmgp7/j+F2FCp05c+bQokULwsLCSEpKYvXq1Wfdd82aNfTp04e6desSHh5Ou3bteOGFFyocWERERMTMspYtw8jPJ6RFC8I6dfJ3nID1VdG0tX5t6xESfMZH2uzjsMM9ovb7JgR5jrzqilftcu25LNq1CICbEm8qPpXvAlXuZ3QWL17MxIkTmTNnDn369OHVV19l+PDh7Nixg6alLIQVGRnJnXfeSefOnYmMjGTNmjXcdtttREZGcuutt1bJmxARERExi9/WzvmDPmz60Jc73NPWhvx+2tq2d8Flh8ZJ0Kird/PbO97mmY3P0KpWKwY3G8zgpoNpU7tNwPyMPtzzIZmFmTSNbsqgpoP8HccUyl3ozJo1i7FjxzJu3DgAZs+ezRdffMHcuXOZMWNGif27detGt27dvN83b96cDz/8kNWrV6vQERERkYBiT00l99tvAYgdOdLPaQLXoVO57D6ahTXIwoC29X57weWCze6FMs8czTmRd4J/bv0nAD+f/pmfT//MK9+94i4Kmg1icNPBtIttV51voUql56fz1o63ALih4w1Yg6x+TmQO5Sp0CgsL2bx5Mw8//HCx7cnJyaxbt65M59i6dSvr1q3jySefPOs+BQUFFBQUeL/PzMwEwG63Y7fbyxO5ynmu7+8cZ2PmfGbOBubOZ+ZsoHyVYeZsYO58Zs4G5s5n5mxQs/Olf/IJGAZhPXpA/frV/h5q8r0rjy+2HwEgqWktIm0W7/ksv3xNcPp+jNAYHG1HQtH2l7e8TJ4jj8S6iVzb+lq+/vVr1qeu52DWQd7c/iZvbn+T+uH1aelsSfes7jSIblCpfL5wtnu3IW0DU9ZP4XjeceLC4xjRbIRffv7V+btX1mtYDMMwynrSI0eO0LhxY9auXUvv3r2926dPn86CBQvYvXv3WY9t0qQJx48fx+FwMHXqVKZMmXLWfadOncq0adNKbF+4cCEREaX3DBcRERHxt4SX/4/wQ4c4es01ZFxaw9duMbH/2xHETxlBXNXMyeWNfvsoe/HeF2mYsZlf6iWzvcnfADjmPMbLWS/jwsW4qHE0D24OQIFRwB77Hn60/8hu+24KKQQgwhLByPCRdAox9/NVTsPJV/lfsbpgNQYGcUFx/CXyLzSwmq9Iq2q5ubmMHj2ajIwMYmLO3myiQuvo/H4uo2EY553fuHr1arKzs/nmm294+OGHadWqFdddd12p+06ePJlJkyZ5v8/MzCQhIYHk5ORzvpnqYLfbSUlJYciQIdjO0cPcX8ycz8zZwNz5zJwNlK8yzJwNzJ3PzNnA3PnMnA1qbj57WhoHDh0Ci4VL7r6b4Li6pslmFlWRLyvfzn3frgAM7rymH83rRrpfyDxC8LZtADS95jGa1nOvITNx5URcWS4GNBnAhH4TSj1ngbOAtb+u5flvnifVmcri3MWcijvFwz0epnZY7QrlrGpn3ru0/DQeXfco2wu2A3BNy2u4P+l+woPDTZHP1797ntle51OuQicuLg6r1UpaWlqx7ceOHSM+Pv4sR7m1aNECgE6dOnH06FGmTp161kInNDSU0NDQEtttNptp/tKaKUtpzJzPzNnA3PnMnA2UrzLMnA3Mnc/M2cDc+cycDWpevqzlKwAIT+pOeEP//qt6Tbt35bF2x3EcLoOL6kXSukGt31747h0wnNDsMmyNEgHYmLaRVYdXYbVYmdRj0lmvabPZuLzZ5WRvz+ZwwmHm/TiPlIMpbD62mcd6PcblTS8vUzany8npgtOcLjhNen466QXppOene7+vH1GfGzreQJCl4iu8pPyawoxNM8ix5xAdEs3UXlNJbp5c4fNVter43Svr+ctV6ISEhJCUlERKSgrXXHONd3tKSgpXXXVVmc9jGEaxZ3BEREREarqslBQAYoYM8XOSwOZpK12s25o9/7e1c3qOBcBluHh+0/MA/KnNn2gR2+K85w62BHN759sZ1GwQj655lF8yfuGe5fcw8qKRPHTxQ8SGxnr3dbqc/JLxC98d/47vjn3Hd8e/40DmAQzO/VSILcjG3zr8rTxvGYAcew7v57zPtvXbAOhevztP932ahlENy32uC0W5p65NmjSJMWPG0KNHD3r16sVrr73GwYMHGT9+POCednb48GHeesvd+eH//u//aNq0Ke3auTtZrFmzhueee4677rqrCt+GiIiIiP84Tp4kd/NmAKIHD/ZzmsDlcLpYvvs4AIPOLHR++DfknoDYBGjvXqT1832f8+PJH4kIjmB8l/Hluk7HuI4sHrmYOdvmMP/H+Xy691O+Tf2W27veTlpOGt8d/44fTvxAjj2n1ONjQ2OpHVqbWqG1qB1Wm9phtclz5PG/ff9j9pbZ9G7Um4tqXVTmPKfzTzPmizHst+8nyBLE+M7juaXzLQQHVegplAtGue/OqFGjOHnyJI8//jipqakkJiaydOlSmjVrBkBqaioHDx707u9yuZg8eTL79u0jODiYli1b8vTTT3PbbbdV3bsQERER8aOsr78Gl4uwjh2xNW7s7zgBa9OBdDLy7NSOsNG9aS33RsOAb+a6v774VrAGU+gs5KWtLwFwc+LNxIXHlftaodZQ7k26l4EJA5mydgr7M/czbX3xZlkRwRF0iutEl/pd6FKvC+3rtKd2WO1SCxDDMMgsyGTtkbVMXjOZd0a8gy3o/FOwHC4HD6x6gP2Z+4mxxPDCoBe4uPHF5X4/F6IKlYETJkxgwoTSH+aaP39+se/vuusujd6IiIhIQPNMW4vWtDWf+nKHe9rawLb1CbYWPeeydwUc2wG2SOh+PQCLdi3icPZh6ofX5/qO11fqml3rd+XfI//N3G1z+Sb1G1rVakXX+l3pUq8LrWq1KvOaNRaLhWm9p/HHT/7IjpM7+Nf3/2JC19I/T59p9ubZfJP6DeHB4Vwffj3d6nc77zHipvEuERERkUpwZmWRs/4bAKKTVej4imEYfFn0fM7gDmdMW/OM5nT7K4TXIqMgg1e/fxWAO7vdWSWdyMKDw5nUY9L5dzyP+Mh4/n7p33lw1YO89v1r9G3cl071zt7G+r97/8uCHQsAmHbpNAq3F1Y6w4Wk4i0fRERERITsFSvAbiekVUtCLyr7cxdSPr8cz2H/yVxsVgt9WxdNRTuxB/Z8AVjgEvdzOK99/xpZhVm0rt2aP7T8g/8Cn8XwFsMZ3nw4TsPJI2seIc+RV+p+O07u4LF1jwFwS6dbGNxUz36VlwodERERkUrIWqZpa9Xhix/dy5tcelFdosOKnm3xjOa0GQZ1W/Jr1q8s2rUIgElJk8o8ray6PXrpo9QPr8/+zP3M3jy7xOun8k8xcflECpwFXNb4Mu7oekf1hwwAKnREREREKsiVl0f26tWA2kr72ifbjgBwZeeidsq5p+A7d1FDL/ezLi9teQm7y86lDS+lT6M+/ohZJrGhsTze53EAFu5ayLoj67yv2V12Hlj5AKk5qTSLacbMfjNNW7CZnQodERERkQrKXrMGIz8fW+PGhLZv7+84AWtXWia7j2YRYg1iWMeiQmfLArDnQnwiNO/L9hPb+d/+/2HBwn097sNisfg39Hn0adyHUW1HATBl7RQyCjIAmLVpFhvSNhARHMGLA18kJiTGnzFrNBU6IiIiIhV0Zrc1s3+wrsk+LhrNGdC2HrERNnDaYcO/3C9eOgEDeHbjswCMbDmSdnXa+Slp+UxKmkSzmGYcyz3GjA0z+OSXT3hn5zsATL9sOi1rtfRzwppNhY6IiIhIBRh2O9nLVwDqtuZLLpfhnbZ2VdeiNYp2fAyZhyGyHiT+P74+9DVbjm0h1BrKXd1qzrImEbYInrrsKYIsQfx37395bK27+cBtnW9jULNBfk5X86nQEREREamA3G+/xZWVhbVeHOFdu/o7TsDacjCdw6fziAyxMqh9/aIFQue4X+w5DrvVygubXwDg+g7X0yCygR/Tll+Xel0Y12kcAA7DQf8m/cu0vo6cn9bREREREamAnC+/AiB60CAsQfq3Y1/xTFsbmtiAMJsVDm2Aw5vBGgI9buY/u//DgcwD1Amrw82JN/s5bcWM7zye/Rn7yXHkMKPvDIIs+n2qCip0RERERMrL5SJn+dcAxCQn+zlM4LI7Xfz3h1TgjGlr6//P/d9O15IVEs7c79wtpid0mUBUSJQ/YlaazWrj+QHP+ztGwFG5KCIiIlJO4fv34zyVTlBsLBE9e/o7TsBa8/MJTuUUUjcyhD4t68Lpg7DzE/eLl47n9R9e53TBaVrEtuCPbf7o37BiOip0RERERMopavuPAEQPHIjFZvNzmsB15to5wdYg2PAaGC5o0Y8jUXV5Z4e7Q9mkpEnYgvRzkOJU6IiIiIiUg2EYRG3fDqjbmi/lFTr54sc0AP7QtTEUZMPmt9wvXjqBl7a+RKGrkJ4NetK/SX8/JhWzUqEjIiIiUg4FP/6ILSMDS3g4kb17+ztOwPpy51FyC500qR1O96a14LtFUJABdVryY50m/HfvfwFqxOKg4h8qdERERETKIbuo21pk374EhYX5OU3g+ti7dk4jLIYB374KgHHxrTy3eRYAV150JR3rdvRbRjE3FToiIiIiZWQYBjlffglA5GAt6Ogrp3MLWfnTMaCo29rer+HkHgiJZkX9pmw6uomQoBDu7na3n5OKmanQERERESmjwp9/xn7gAC6rlci+ff0dJ2D9b3sadqdBuwbRtImP9o7m2LuOZlZRO+kxHcbQMKqhP2OKyanQERERESmjrKLRnNzWrQmKqplrttQEH287DBSN5pz8BfYsAyx8EJ/A/sz91A6tzdhOY/0bUkxPhY6IiIhIGWUVPZ+T3VHPhfhKakYe3+47BcDILg3dLaWBrFaXM2fPfwC4vevtRIdE+y2j1AwqdERERETKwJ6aSv6PP4LFQk6H9v6OE7A++y4Vw4CezWvTJNwBW98F4J1GF5FekE7zmOb8qc2f/JxSagIVOiIiIiJlkPXV1wCEdeuKU9PWfObj79zT1v7QtbG7pXRhFtl1W/HO0fUA3NH1Di0OKmWiQkdERESkDLK+Kuq2dvnlfk4SuH4+ls32w5kEB1m4IjHe24TgvZY9yCzMpHlMc4Y00yKtUjYqdERERETOw5mRQe6GjQBEDhzo5zSB65Pv3Gvn9G0dR53UNXDqF3LDYngrcwcAt3S+BWuQ1Z8RpQZRoSMiIiJyHtkrV4LTSWjrVoQ0bervOAHJMAw+ObPb2revAPB+696kF5ymcVRjRrQY4c+IUsNUqNCZM2cOLVq0ICwsjKSkJFavXn3WfT/88EOGDBlCvXr1iImJoVevXnzxxRcVDiwiIiJS3Tzd1qIGaZFQX9l26DT7T+YSZgsiOT4Lfk6hwGJhvj0VgHGdxhEcFOznlFKTlLvQWbx4MRMnTuTRRx9l69at9O3bl+HDh3Pw4MFS91+1ahVDhgxh6dKlbN68mYEDBzJy5Ei2bt1a6fAiIiIivuYqKCB7zRoAogcN9nOawPX6mn0ADE9sSMS2eQAsuagnxwvSiY+I56qWV/kzntRA5S50Zs2axdixYxk3bhzt27dn9uzZJCQkMHfu3FL3nz17Ng8++CA9e/akdevWTJ8+ndatW/Ppp59WOryIiIiIr+WsX4+Rm0twfDxhiVo/xxf2ncjhfz+4R27GX1oPtr2LHXjDVgDAzYk3Y7Oq05qUT7nG/woLC9m8eTMPP/xwse3JycmsW7euTOdwuVxkZWVRp06ds+5TUFBAQUGB9/vMzEwA7HY7dru9PJGrnOf6/s5xNmbOZ+ZsYO58Zs4GylcZZs4G5s5n5mxg7nxmzgbmy5eZkgK4mxA4HA7T5TuTmbPB2fPNXb4HlwED2sTR6vASKMzm0wYXkVqQTlxYHCObj/T5e6qp984sqjNfWa9hMQzDKOtJjxw5QuPGjVm7di29e/f2bp8+fToLFixg9+7d5z3Hs88+y9NPP83OnTupX79+qftMnTqVadOmldi+cOFCIiIiyhpXREREpHJcLi56ajrB2dn8Om4sua1b+ztRwDldAI9vteI0LNzdoZBbDz9EWMFRhjZvyzFLHsPChnFZ2GX+jikmkpuby+jRo8nIyCAmJuas+1XoiS6LxVLse8MwSmwrzaJFi5g6dSoff/zxWYscgMmTJzNp0iTv95mZmSQkJJCcnHzON1Md7HY7KSkpDBkyBJvNfEOoZs5n5mxg7nxmzgbKVxlmzgbmzmfmbGDufGbOBubKl7d1K4ezswmKjqb/hAlYbDZT5fs9M2eD0vM9/flunMYBejSrxd09Mwjee5TPatXlmCWPWqG1mPKHKYQHh/slm5ko3288s73Op1yFTlxcHFarlbS0tGLbjx07Rnx8/DmPXbx4MWPHjuU///kPgwef+0G+0NBQQkNDS2y32Wym+cGaKUtpzJzPzNnA3PnMnA2UrzLMnA3Mnc/M2cDc+cycDcyR79SKlQBEDRhAyO9mlZgh39mYORv8lu90biHvbfwVgDsGtiZ40+24gH/FxYMzm+s7XE9MePX+I3dNuXdmVR35ynr+cjUjCAkJISkpiZSiuaoeKSkpxaay/d6iRYu48cYbWbhwIVdccUV5LikiIiLiF4ZhkPXllwBEq620T7y1/gA5hU7aNYhmQN3T8POXfBkRwV5nNtEh0VzX7jp/R5QarNxT1yZNmsSYMWPo0aMHvXr14rXXXuPgwYOMHz8ecE87O3z4MG+99RbgLnKuv/56XnzxRS699FLvaFB4eDixsbFV+FZEREREqk7hzz9jP3gQS0gIkZfpGZGqllvo4M217pbStw9oiWXrKxjAa/GNgQL+2v6vRIVE+TWj1GzlLnRGjRrFyZMnefzxx0lNTSUxMZGlS5fSrFkzAFJTU4utqfPqq6/icDi44447uOOOO7zbb7jhBubPn1/5dyAiIiLiA1lfuRcJjeh1KdaoSD+nCTyLNx4iPddO0zoRXNEhDlLeY2V4OLspICI4gr+1/5u/I0oNV6FmBBMmTGDChAmlvvb74mXFihUVuYSIiIiIX2V96S50NG2t6tmdLv61ai8At/a7iOB9X2PkHOO1Jo0B+Eu7vxAbqpk/UjnlXjBUREREJNDZ09LI374dLBaiBw70d5yA8+n3qRzJyCcuKpQ/JTWBre+wPjyMH2xWwqxhXN/hen9HlACgQkdERETkd7K+/hqA8K5dCa5Xz89pAovLgNdW7wdg7GUtCCtMh58+59Va7u5qf2rzJ+qG1/VjQgkUKnREREREfifbM21tsKatVbXt6RZ+OZ5DdFgwf7u0KXz/bzaFWNkSFoYtyMaNHW/0d0QJECp0RERERM7gzMwkZ8MGQM/nVDXDMPjysPvj5/W9mhEdGgxb3+Ffse7RnKtbXU185LnXZhQpKxU6IiIiImfIXrkKHA5CWrUkpHlzf8cJKN/uS+dAtoXQ4CBu6tMCUrex/fQe1kWEY7VYuTnxZn9HlACiQkdERETkDJ620tGDBvs5SeB5ZZV73Zw/JzUmLioUtr7La0XP5lxx0RU0iW7iz3gSYFToiIiIiBRxFRSQs2oVoOdzqtqPRzJY+8tJgjAY26c52PPZvfMDlkdGYMHCuE7j/B1RAowKHREREZEiOevX48rNJTg+nrCOHf0dJ6C8t+EQAF3qGjSpHQ67l/J6uAWA5GZDaBHbwp/xJACp0BEREREpkvW//wEQPXgwliB9TKoqeYVOlmw7DECv+gYA+7a+yReREQDc0vlWv2WTwKW/wSIiIiKAKz+frKK20jFXXOHnNIHlf9tTycp30KRWGK1jDcg8whsZP2JYLAyIv5i2ddr6O6IEIBU6IiIiIkD2qlW4cnIIbtSQ8K5d/B0noLy30T1t7U9JTQiyQOrWN/gsyj2ac2vSRD8mk0CmQkdEREQEyFzqnrYWM3y4pq1Vob3Hs9mw7xRBFvhjt0ZgGMzfuwSnxUKvqOZ0qtfJ3xElQOlvsYiIiFzwnNk5ZK9YAUDMiBH+DRNgFm9yj+YMaFufhrFhBGVvY0mIC4BbL37Qn9EkwKnQERERkQte9vLl/P/27jxOivrO//jrW0cfcyLDNSAgigeKooIH3qsyiUfWxKyr0UT8Ke7Pxbgi2cQruxoTo5vDnxoVY6IxrquyiSarWYyMUfHAAxCUoOEQdBAGQY6Znunp7jq+vz+qu5kLhgGcKprP8/GoqaOru9/9qeqa+nZVV+tMhtjIkSQOPTTsOCXD8XyeXvApABceMxyAt9P1OEpxtFnFhOEnhxlPlDhp6AghhBBir9c8axYAVeecjVIq5DSl4y8frufzlhwDKuKcfsggNqc+5QW7CYB/OuyycMOJkicNHSGEEELs1bymJlpefx2Q09Z2t5nzGoDgIgS2afBfb95OxlAc5sIJ464IOZ0oddLQEUIIIcReLfXii+A4xA86iPjo0WHHKRlrt7QxZ9kGIDhtrSnbxH9veAeAKbWnyQUfxBdO1jAhhBBC7NWa/zd/2poczdmtfr/gU3wNx43qz6gB5Tw6///RojQH5nKcfOz0sOOJvYA0dIQQQgix13I3bqT1rbcAqDr7rJDTlA7f18zM/3bORccOZ0N6A4+v+CMA38rsg1G9b4jpxN5CGjpCCCGE2Gs1v/AC+D6Jww8nNmJE2HFKxhsffc6aLW1UJizOGlvLLxfdTwaPcZksg6ukQSn6hjR0hBBCCLHXKl5tTU5b262eyh/N+dpRw9jQtpanl/8BgGudBBuqjwgzmtiLSENHCCGEEHslp7GRtvkLAKg668shpykdm1pzzF6yDgguQnDfovtw8Tkx3cbRR14BSnY/Rd+QNU0IIYQQe6Xm5/8MQHLCeOwhQ0JOUzqeefdTHE9z+LBqzEQjs1YFR82ubc7gH3FxyOnE3kQaOkIIIYTYKxVOW6s+55yQk5QOrbdehODCY4Zz77v3AnBWSytjxnwNkv1CTCf2NjvV0HnggQcYNWoUiUSC8ePH89prr21z3sbGRi6++GIOPvhgDMNg2rRpO5tVCCGEEGK3yH3yCZm//hVMk8q6urDjlIx3G7awfH0LCdtgxNBGXlvzGpbWfHtzExxzZdjxxF6m1w2dmTNnMm3aNG6++WYWLlzIySefzFlnnUVDQ0O382ezWQYOHMjNN9/MuHHjdjmwEEIIIcSuan7+eQDKjz8eq6Ym5DSlY+a8YH/w7LG1/Oqv9wPwtVQLI4YeA7VyEQLRt3rd0Lnrrru44oormDJlCmPGjOHuu+9m+PDhzJgxo9v599tvP+655x4uvfRSqqurdzmwEEIIIcSukh8J3f1asi7PvdcIwJjRn7JowyLiWnPVlmY4Vo7miL5n9WbmXC7HggULuOGGGzpMr6urY+7cubstVDabJZvNFsebm5sBcBwHx3F22/PsjMLzh51jW6KcL8rZINr5opwNJN+uiHI2iHa+KGeDaOeLcjb44vNlly8nu3w5WBaJ007t9fNEuX5hZntu0RraHI/9ahL87+pfAHBJUzMDkwNwRn8Z2u3HSe16T/J1fa6eKK213tEHXbt2LcOGDeONN97ghBNOKE7/8Y9/zG9/+1uWLl263fufdtppHHnkkdx9993bne/WW2/lBz/4QZfpTzzxBGVlZTsaVwghhBCii5oXZlPz0ku0HDqGtZMnhx2nZPxiicGKZoMJoxawNPE7Knz48+rVNA76KktrvxZ2PFFC0uk0F198MU1NTVRVVW1zvl4d0SlQSnUY11p3mbYrbrzxRqZPn14cb25uZvjw4dTV1W33xfQFx3Gor69n0qRJ2LYdapbuRDlflLNBtPNFORtIvl0R5WwQ7XxRzgbRzhflbPDF5tNa03D/AzjAAZMnc+ROnLoW5fqFlW3NljZWvPkaSrls2ed1aIMrtmyhCpOyf/whB1QOCTXfjohyNpB87RXO9upJrxo6AwYMwDRN1q1b12H6+vXrGTx4cG8earvi8TjxeLzLdNu2I7Ngo5SlO1HOF+VsEO18Uc4Gkm9XRDkbRDtflLNBtPNFORt8MfnalizBaWhAJRL0O/NMjF14/CjXr6+z/WnxxwAcOHoJjW2NDFQxLmlOoQ47H7v/8NDz9UaUs4HkKzzHjujVxQhisRjjx4+nvr6+w/T6+voOp7IJIYQQQkRRanawD1NxyikY5eUhpykNWmuefncNqCzN8eBqdv9340aSWsOx/xRyOrE36/Wpa9OnT+db3/oWEyZMYOLEiTz00EM0NDRw1VVXAcFpZ2vWrOGxxx4r3mfRokUAtLS0sGHDBhYtWkQsFuPQQw/dPa9CCCGEEGIHpF58EYDKSZNCTlI6Fq7ewqrPWykb9Aat3haG21Wc39QAQw6H4ceFHU/sxXrd0LnwwgvZuHEjt912G42NjYwdO5ZZs2YxcuRIIPiB0M6/qXPUUUcVhxcsWMATTzzByJEj+fjjj3ctvRBCCCHEDsp+9BG5jz4C26bitFPDjlMynnn3U5TZQqzmVTzgmi0pbAiO5uzG73AL0Vs7dTGCqVOnMnXq1G5ve/TRR7tM68WF3YQQQgghvhCp+uBoTvnE4zErK0NOUxqyrsdz7zUSq3kZjwxjyofxpVVvQqIfjP2HsOOJvVyvfzBUCCGEEGJPlMp/x1hOW9t9Xv7beprdz4j1fwuAaW35ncujvgkx+UkQES5p6AghhBCi5Dlr15JZsgQMg8rTTw87Tsn4/YI1xAfUg/I4ruZwJn70JqDgmCvCjiaENHSEEEIIUfoKFyEoO/porJqakNOUho0tWeZ8/B5W9SIApul+KIADJ0H//cOMJgQgDR0hhBBC7AUKl5WurJPT1naX595bi1XzZ5TS1A0/g7FL/hTcIJeUFhEhDR0hhBBClDR340bSCxYAUHnGGSGnKR1PvP8KVuXfUBhckxgBmSbYZxQcIDUW0SANHSGEEEKUtNRLL4HWJA47DHvYsLDjlIRl65r5lN8DcO6or7Lfe88ENxxzBRiyeymiQdZEIYQQQpQ0udra7nfvW/+DWdaAQYzraifCZ4vBSsKRl4QdTYgiaegIIYQQomR5qRStbwaXPq6cdGbIaUpD1nV49fPfAnDa4K8z8L3/Dm44/B+grH+IyYToSBo6QgghhChZLa/MAcchtv/+xA84IOw4JeGet55E25+BV8a/j78APng2uOHYK8MNJkQn0tARQgghRMkqXFZaTlvbPTJuhv/+6GEADi37GjUf/AF8B4YfB7XjQk4nREfS0BFCCCFESfIzGVpefRWQhs7u8tiSJ8iyCd+p5rpjvwnzHwluOEaO5ojoscIOIIQQQgjxRWh94w10WxvW0FoShx0adpw9mud7PL38aX75/oMAVLWdy3Ft8yHVCOUD4dC/DzmhEF1JQ0cIIYQQJan4I6FnnolSKuQ0e673N7zP7W/fzgcbPwDAbR3FRWO+ipr3r8EMR08GKx5iQiG6Jw0dIYQQQpQc7TikXnkFgCo5bW2nbMps4p537+GZ5cFv5CTNcrasPZ3cpuO5cFIaXn8NlAkT/k/ISYXonjR0hBBCCFFy0vPm4Tc1YfbvT/Loo8OOs0fxfI/fLfsd9y68l1QuBcA5o77C2/OPZ/0mk/OPGsaQpY8FMx9yNlTvG2JaIbZNGjpCCCGEKDnNhR8JPeN0lGmGnGbPsXD9Qu54+w4+3PQhAIf0P4SbjruJ2e8mWbX+IwZWxvn3uuEwY2ZwB7kIgYgwaegIIYQQoqRo36flxb8AcrW1HbVw/UJmLJrBm41vAlBpV/Lto77NPx78j3ywtoWHXp0LwI++OpZ+y56GXAsMOBhGnRJmbCG2Sxo6QgghhCgpbe+9h7thA0Z5OWXHHx92nEibv24+D773IG+vexsAS1mcN/o8rjnqGmqSNWRdj+/+7n08X/OVcUP50qGD4f5fBXc+9kqQizyICJOGjhBCCCFKSqo++JHQitNOw4jFQk4TTfPWzWPGezOYt24esLWBM+XwKexbufU7N/e/tIKln6WoKY/xg78/DFbNgc+XQawCjrgwrPhC7BBp6AghhBCiZGjfJ1X4fs4edNpa2kmzrnUda1rWsDGzEYXCUAamMjGMfD8/7vkem7Ob2ZLdwqbMJjZnNrM5u5nNmc1sattEqi3FL5/9JVXxKipjlcWuwq6gIlbB241vs+CzBQBYhsX5o8/nisOvYGjF0A6Z/rqmiftf+QiA284bS/+EAW/NCG4cdxEkqvq0RkL0ljR0hBBCCFESsitW0HjrrTirV6PicSpOPukLfT7Hd2hqa6Ip28SW7Ba2ZLfQlG0ilUvhax9DGQAoFEqp4rjne6xLr6OxpZG1rWtpbGlkc3bzbs3W2tIKLdu+3TZszj/wfKYcPoUh5UO63J5zfb77+/fxfY9rD9jAOQ0/hT//D6Q/D2aQixCIPYA0dIQQQggRCRk3w5qWNXy85WP+mvsrNetqqCmroSpeRXWsmnK7vNsf/vQzGT5/8EE2PvwIOA4qmWTILf+OUV4OQFO2iRVbVrBi8wqWb1nOyqaVuL5L0kqStJIkrMTWYTMYzvk5WnItpN00rU5rxy7Xyuetn/P9p76/W19/pV1JbUUtA5MDQYHv+/jax9MevvZxtYvvBw2ofol+7BPfh/6J/uyT2Cfo4vtQaVUy7815HHXcUWR0huZcM6lcipZcC6lciuZcM/sk9uGigy9icPng7oNozTPP/Q//sGEmX0m8xaA1m2FN/rayGjj5OzDokN362oX4IkhDZzfLujk2tG7Jb4h1/jt6QV8pjUJhGia2YWOrGLYZQ6HQgNbBY9hm8MmP1pqsl6XNbSPjZmhz22jz2kiaSSpjlVTFq4ibu+eXiH3tk8qlSOVSlNllVNqV2Ka9w/dtcVpoyjaRdbNUxCqoilWRtJLyS9R9QGsdrBtuG4Yyil370xwK03Z1eWitaco2sS69jnWtW7u1LWtZ27qWZQuXMaRiCAPLBjIoOYiBZQMZmBxIwkrsple7YxzfIeNmiu+f1kwra9w1LFy/EE95ZL0sWS9LzsuR8TL4vs+AsgHUltcytHwo1fHqHa6V67uk3XSxzpaydlu9d4bjO6SddNC5Qd/xHQA0Gq01mmBjUxj2fA/Hd8j5ORzP6TCcdbL8LfM3Wpa1ELfj2IaNZVjFfqErjisL0zC3Tlc2trn1PraRH1dWsT7t1+HOXdbL4vkePj5o8Al2/LTWOK7DwtxCmpc2k/aCndGUE+zQtTgttORacHyHcruccrucCrsi6McqitMSZs/r5vaWo699XN/d2umtw1k3y0dtH9HwfgNxO46pgroU+4ZJwkxQZpdRZpV16SetJL72O6yv7dfbrJcNlpGX3bq88re3X5ae9vB8D097uL6Lpz1ybo6GdAML31lI0g528ONmnISVIG7GiZtxYmYMxw8eo/BYheGcnyvmKbzXMl6GrJstDmutg/9VsaqO/fzpVJ7vsaZlDZ+mPuXTlk/5NPUpG9o2dKjvUy891WHcVCZVsSqq49XF5XngijSnPbWMqg2tAHx+9H6svvLLrKlYzor6/8uKzStY37Z+x99EvaRQVMYq6RfvR794P6pjVVRZSUwUWvv42kNrH619yI8bKAYlB1JbMZRhVSOorRzB0Or9qExU71wIz4VcCrItOOktpLJpjnbBssohXg6x2vyM+R0NLwefLoRsCrLN+X5+ONNMbtUbXJRavXUvMVENY74CY78O+50Cpuw+ij2DrKm7QUu2lUcW/pn//egFPmtbQEUui+VCzAXLC/q2B7arsV3QClwTXFPhmuAYBq4ycQwL1zBxLY1rO7iWg2tpPIPur2qiNbZvk3TLSHhJ4k4Cy4nRqhU/e+QZPMtGawOlTTQGaBO0wldtaKMVX7XiGy14qhWfVlC6w8MbxLAow1LlxFQ5tirDUnEcnSanW3F0C45uxSVNcePZIZ+F8pPgJ9FeEs9Loj2Lm371OIbhoAwXZeRQykUbOVA5QGMQwyCGqWKYxLFUDEvFsYw4lrI77sAbJpYyMQ0TU5mAxtUeXuGfu3ZxfQ+/MKwdHC+Ho3N42sH1HXyCTuOifZt/f/SXmFRgU0lcVRI3qkmaVZRZVZiGizZa0SqNp1pxCGqQ0ymyfivBvzwz6LQFmPm6B/VXho9SHspwAQ+Ul39+D1+7mMrGwAZtgbbxfRPfN/Fck3TG5SePzwQjg1YZPNWGq9twdBsav8f11MCkzKqk3Kqmwq6i0u5HZayK6lg/quPVxM0EbW5rfgczTZuXJuMFwxk3TcrZwqbsenJ+dpvP8d6H73U7vdyqpMwqx1AmhjIxlYUiGDYwMbDQGGit0L5CawNfK3zfwPcVvlaYho9leZhGvn4q6HwcHD9Hxs0Ud7Rc7XYf8MUeywRAwkzSPz6IKmsQcVWDqStwdCa/nFNk/RYyXjNtXoqM37rdmpuGiaVskmYlcaMCW1Vg6DLwy/HdJE4uTiqV4YHH38Gw0mCm8VQLDi3k/BQZP4Xj5/INBav4QUn7BoXne7S6rR0aNbvbrPmzdvtj2kbwfs54mV17oAW7J88XZc5f54QdYZsWrlgYdoQuKsw4+8b746Zz6KRFs9tGk5smp4NG2uZs8H2UqlbN5L/4nLwk+P+zqQIeqTN456DV0PDrLo87NL4PoxMDGR3rz2i7kgQmGe3S5ru0FfsOGe2R8V1sFOXKpBwj3ynKNZRrTcLzyK1Zw4H9KumXa8FsSUHmI8g0g7PtbUKPrCTYSbASYJigjKBvWKDMrdPQkG0JLvGcbQG3rfgQNnAqwNKdjxEDWnWcxZUncdy5U1CjzwBr93ywKkRf2qmGzgMPPMBPf/pTGhsbOeyww7j77rs5+eSTtzn/nDlzmD59OkuWLGHo0KF873vf46qrrtrp0FHQlGnm8QWzmbVyNs1NizhqZY4Ll2vGrdSU5Xr7aB6w7Z0TH3AtcMyggWT4QcMp5oKhPaD7nYSsBa0JaEkE/daEojUBhgbTB9MDK983fTB9jeUplNYYGpR2MXQaQ3+O4QftoGJbKN/uKoxqtXWy0kFGQ7sYOoPhb8bITyu+JhXM7KuO47pw//wDGzp4EiP/3Dp/H9/Idwq89n0j6BeGXUN1mKY7tRc7jwevcWPx+QpZgnGN6edfm9+ujvlhw4esDek4pOOKtnhhGNriirZYMK/lge2C7eliQ9jygm57lM4vdye4T8zVxIvDwfO3xbp//nRc4Vg+cWcjcWcjCQfiOYr9uBNk0WprjXWHTuEa4FiQs4K2m2EoTENhKYVlBOedu77G9zTa06h8F3Mg5mxGsRnPCBr4heXhmeB2WjZKF1cvaD/cQ20Ky6mwfILlooN13AfXBseGnK1wbHBjCtdWeDED11ZkfJ+s7+P7YHmtxNyV2O5KbDd4n3jG1vdg+w8qXDO4zWz3vMGwxtRe/v3Vhuk3F/NtnQfM/Hrm5usR1KjjeLA8tr2N6LheBf24C3FXE8+vV46V345Y7bYndtBHgQkYSmMABjoYR2OqYJ6cpcjYmqylyNiKjA0ZW9FmAT4YHpguGK7CzK/TphtMz1mQthVZOxjO2YqsBVk7h2vCwByU5aAso6nKaKqzUJnRVOSgLBusm4XXaOa7YJpCafBiGh3zUfnOimks2ydme5imJotBRityvkFWKxytcLSB4yu8HVjDOn+M037cIFjPTK0xURg6+KjDwMBABe8FTfH9gK9RPkHngacUjgE5Q+U7in3fAMdUOBZ4lsY3wbdAGxptAiZYaGyCvgXYWmER7KhagO142J6Hld/mmJ7CKmzrfY2HwlHBttLJZ3GUIqcUngrWfdsP3keWJrivD1Z+e2gBptbB82sw830rX6WcUmQLHcFrLIxroFL7VOFTpX36+R77aJ+E8lFqTbHYWgN+sNzaUGQwyHoKa2kCI2eg0Xx2mMPy43IcGjfYL6VoNQyqPZ8DnRyjcw6jcw4VuqHHZd1rm3q43bDaNVKsdo0WBW4GnLbg6EqB29ah0dJbvhFDx8rJeIp4IolCFT8o3breKnzDwrMrcKxKHKucrBl0bUY5q5oNnl0dZ1FsAs/90yRUVd8ekRdid+p1Q2fmzJlMmzaNBx54gBNPPJFf/vKXnHXWWXzwwQeMGDGiy/yrVq3i7LPP5sorr+Txxx/njTfeYOrUqQwcOJCvf/3ru+VF9JXWXCsPzv8dz2x4lvjD/8aEFR5TlmsObdCYnf4TKkOjTF3sBx/CBMNA8Cm1r9B+MIwXDGtfoXw67IEbbN2Z3R5tBP8IDSc4rhB3Id4C/YtfRuzmqEvXR9nBauwpwno929s12hOfv7v77+xjhr2O6U79HlqYPT5OKVGd+jtjW3XZ2XrtUFOXoKlm7uRzfFHav+b8pzm9vl9PdetpmVmEefJGeY9zdFxmTfmuJ8ULRveD5ASPMTUeR7b6xFqzxHCxlYevFa0kSFPGep3gYxLBuI6TJo6PQaEJoND5JbS172CSw8bRFg4mDhZZbBwsHG3RQpIUSZp1OSnKyJgVZM0KslYFjlkOpo1pGCgFpqEwlCr2lYK2nEcaj6yfxXPaMNwMSZUjQZYEOUx8THwMfEw0hvKL0zTQopO0kqCVJC066DtYkM7XJrUjS2jbfv6VcQySRo7Yw/V663fXXXdxxRVXMGXKFADuvvtuXnjhBWbMmMEdd9zRZf4HH3yQESNGcPfddwMwZswY5s+fz89+9rM9rqHz2dr1pH/9M76/wmO/Tqf7xqodKvczqDz5OBITTkZZ9tZDzO0PNysj+HRF5w9VFL6Y037cd9FOFp3NoDNt+NkM5LL42Sw6l0EZCmVbGDELZVsoywz6ponn+yxbtpwDhu8PWQ8vncNvy+Glc3hpB78tOD0siOGj8oculKFR+MERcTuGsuPBoXM7joolwE6g7ASYNvhu0HlO8EmU56K9HPgeeE7w2k0LZVnB/KaFsmw8ZbB8xQoOHD0aU6lgfu2jvaCPF5y/jNHunHgF5P8p5AuF9jX4ftD3/K3jXnDePj5oX6N9wNP5BqRGe/7WOuefu33ney4bPt/AoMFDMEwTDANlGPl+/lMx00QVbrNMlDLAMvPzmfiOh59x8dscvIyD3xbU3MsEy0FZNioWQyUSqFgcIx5HJZKoeDAetHwL9XWLw76bY83qT9h3v+FYMQtlKwxToWwDw1YoM1ieXsbd+vxtDn4mlx/OoV0fIxHHSCZQyQRGMomRLMMoS6LKKlC2DdoLntfz0L6fz+ChfQ8cBz/noPOdX+y7eJksmzZvYsCQQZhxGyNmYsRMlG1i2CbKUmAY4Gu0V1g+wZEfCn3Vboctv9wLlMrfX7U7lUOZaGXgaEXG1SjDxIxZWJaFaZtYlo1hGSjTwvV9li9ezMghQ3BbWsm1tOK2pPHSbfjpNnQ2ixmzsRIxYsk4diKGGYuh4jFUzEZZdrB+uV6+azfsuGjPR5kmyjLBNIJh0yiuL1uH830jmAfTQCvFylUrGTViZPAhh+cFz1Xou16wfgNZ1yed82jNurTlfFpzLumsi28YxBJxYskEibI4ybI4yYokFeVJyiuTJAyFzmbRuRx+Jt/PZtGZYLuCv3U7pLXG9TQ518NxfXKOR2rTRmrKkpiui+HkULkcZPOPkc2hLAsVj0HMxrdtfMvGtSxc08I1DPA8jFwO5TgYOQfl5IK+66AcFx2PQ1kSVZbELC/HrCjHqiwnVlWJXV6WXwZm8DyWmd/mmfhKsfRvf+PAEaPw23KkNqVo3tRMenMLueYUOtWCymXxDBPXMPEME8808QwjGDYMtGGgVH6ZKKO4I2oYClNtbT7o/J/iN5zyX6z0Cb5jRP47GCrYAAXD2sP1NVYyGWxXY3FULIYZT2DG4pjxBEppcB2064Dr5Ler+fe/6xDTPnE0tvaJeR6W72N5LqbnQs7B830c18f1fBwv6AfDGq19PNOGWDx4vmSSeDJBojxBMhln06bPGVxbi+dpHNcj53g4rofrejiej+d6KMvCME0Myyz2TdPEsC2UMsh6PlnXJ5e/f9YtjPv4vo9tmcQsg5hpBP3CuGWgtCabdchmc2RzLk7Owck5uDkH13HxPR9tBUdBtBG8dzDz/09Ng9UDR/La6ONp8xRZ1yPj+GRdD8fTGPj4+SudJSyThG2QtE0Sxa5w9TON42lc38f1g3U/mObja03wb0YHw35+XAfjrt+pEerT7uQMN9/tqHjQ6aBRVBYzqU7aVCVsqpJWvr91PGYZNLe5NLXl2JJ2gq7NoSmdY0ubQzoXfIAT/OtSQR+V/74wWIZBMmaStIMuETNJ5muUjJkcPqwf5x89rBf5hYimXjV0crkcCxYs4IYbbugwva6ujrlz53Z7nzfffJO6uroO0770pS/x8MMP4zgOtt31C+/ZbJZsduv3AJqbmwFwHAfH+WLOP98Rw+I+X33HxXIVKE3ZgBwVB1dT9ndnYJ/4dfTQo0EZvdq09YbRaTy/y96B4zgsa6ln5OmTsG07Ul/C8h2HT+rrOWjSJMxulnvYHMdhaX09IyZN6na9DJPTrnbbyxbW59mO4zC/vp4DIlg7CPKtq6rn8AjmcxyHxvp6xkYwGwT56uvrGR/BfI7jsL6+nnH5bPuEHaiTQu0mhVS7tpxHwu7+ohiO4/BhfT1HRHC5wq7VzvM1WdfDVCpoUH0BFwVxHIcXZtdz6t+djq/MYuMuaOh5QUOvfSNJazyf4rDWkLRNymJBw6I83y+LWcTyFyTalWyzZ9dTV7dry9Z1v5i9mcJ+XJj7c9sS5Wwg+bp7rp4orXXnfeVtWrt2LcOGDeONN97ghBNOKE7/8Y9/zG9/+1uWLu36zbeDDjqIyy67jJtuuqk4be7cuZx44omsXbuW2traLve59dZb+cEPftBl+hNPPEFZWdmOxv1CHP3770NZjC2HjWfdkGNJxweGmkcIIYQQQoi9STqd5uKLL6apqYmqqm3/cO1OfeDf+ZMGrfV2P33obv7uphfceOONTJ8+vTje3NzM8OHDqaur2+6L6QvOGadT/5eXmDRpEoeU2KdgX7QoZ4No54tyNpB8uyLK2SDa+aKcDaKdL8rZQPLtiihng2jni3I2kHztFc726kmvGjoDBgzANE3WrVvXYfr69esZPLj7H50aMmRIt/NblkVNTU2394nH48TjXS9jaNt2ZBZslLJ0J8r5opwNop0vytlA8u2KKGeDaOeLcjaIdr4oZwPJtyuinA2inS/K2UDyFZ5jR3T+2sd2xWIxxo8fT319fYfp9fX1HU5la2/ixIld5p89ezYTJkyI9EISQgghhBBC7Ll61dABmD59Or/+9a955JFH+PDDD7nuuutoaGgo/i7OjTfeyKWXXlqc/6qrruKTTz5h+vTpfPjhhzzyyCM8/PDD/Ou//uvuexVCCCGEEEII0U6vv6Nz4YUXsnHjRm677TYaGxsZO3Yss2bNYuTIkQA0NjbS0LD1R7lGjRrFrFmzuO6667j//vsZOnQo99577x53aWkhhBBCCCHEnmOnLkYwdepUpk6d2u1tjz76aJdpp556Ku++++7OPJUQQgghhBBC9FqvT10TQgghhBBCiKiTho4QQgghhBCi5EhDRwghhBBCCFFypKEjhBBCCCGEKDnS0BFCCCGEEEKUHGnoCCGEEEIIIUqONHSEEEIIIYQQJUcaOkIIIYQQQoiSIw0dIYQQQgghRMmxwg6wI7TWADQ3N4ecBBzHIZ1O09zcjG3bYcfpIsr5opwNop0vytlA8u2KKGeDaOeLcjaIdr4oZwPJtyuinA2inS/K2UDytVdoExTaCNuyRzR0UqkUAMOHDw85iRBCCCGEECIKUqkU1dXV27xd6Z6aQhHg+z5r166lsrISpVSoWZqbmxk+fDirV6+mqqoq1CzdiXK+KGeDaOeLcjaQfLsiytkg2vminA2inS/K2UDy7YooZ4No54tyNpB87WmtSaVSDB06FMPY9jdx9ogjOoZhsO+++4Ydo4OqqqpIrmQFUc4X5WwQ7XxRzgaSb1dEORtEO1+Us0G080U5G0i+XRHlbBDtfFHOBpKvYHtHcgrkYgRCCCGEEEKIkiMNHSGEEEIIIUTJkYZOL8XjcW655Rbi8XjYUboV5XxRzgbRzhflbCD5dkWUs0G080U5G0Q7X5SzgeTbFVHOBtHOF+VsIPl2xh5xMQIhhBBCCCGE6A05oiOEEEIIIYQoOdLQEUIIIYQQQpQcaegIIYQQQgghSo40dIQQQgghhBAlRxo6vfTAAw8watQoEokE48eP57XXXgs7ErfeeitKqQ7dkCFDQsvz6quv8pWvfIWhQ4eilOKPf/xjh9u11tx6660MHTqUZDLJaaedxpIlSyKT77LLLutSz+OPP75Pst1xxx0cc8wxVFZWMmjQIL761a+ydOnSDvOEVb8dyRZm7WbMmMERRxxR/KGyiRMn8vzzzxdvD3O96ylbmHXrzh133IFSimnTphWnhf2+3V62MOvX0/Y37Lr1lC/sdW/NmjV885vfpKamhrKyMo488kgWLFhQvD3s+vWUL6z67bfffl2eVynF1VdfDYRft57yhbneua7L97//fUaNGkUymWT//ffntttuw/f94jxh1m9H8oX9vk2lUkybNo2RI0eSTCY54YQTmDdvXvH2sNe/9qSh0wszZ85k2rRp3HzzzSxcuJCTTz6Zs846i4aGhrCjcdhhh9HY2FjsFi9eHFqW1tZWxo0bx3333dft7T/5yU+46667uO+++5g3bx5Dhgxh0qRJpFKpSOQD+PKXv9yhnrNmzeqTbHPmzOHqq6/mrbfeor6+Htd1qauro7W1tThPWPXbkWwQXu323Xdf7rzzTubPn8/8+fM5/fTTOe+884ob1zDXu56yQXh162zevHk89NBDHHHEER2mh/2+3V42CLd+29v+RqFuPf1/CKt2mzdv5sQTT8S2bZ5//nk++OADfv7zn9OvX7/iPGHWb0fyQTj1mzdvXofnrK+vB+CCCy4Awl/vesoH4a13//Ef/8GDDz7Ifffdx4cffshPfvITfvrTn/KLX/yiOE+Y9duRfBDuNm/KlCnU19fzn//5nyxevJi6ujrOPPNM1qxZA4S//nWgxQ479thj9VVXXdVh2iGHHKJvuOGGkBIFbrnlFj1u3LhQM2wLoP/whz8Ux33f10OGDNF33nlncVomk9HV1dX6wQcfDD2f1lpPnjxZn3feeX2epTvr16/XgJ4zZ47WOlr165xN62jVTmut99lnH/3rX/86UnXrnE3r6NQtlUrpAw88UNfX1+tTTz1VX3vttVrraKx328qmdbj12972Nwp16+n/Q5i1u/766/VJJ520zdvDrl9P+bSOznv32muv1QcccID2fT/0uvWUT+tw63bOOefoyy+/vMO0888/X3/zm9/UWoe/3vWUT+tw65dOp7VpmvpPf/pTh+njxo3TN998c+j160yO6OygXC7HggULqKur6zC9rq6OuXPnhpRqq+XLlzN06FBGjRrFRRddxMqVK8OO1K1Vq1axbt26DnWMx+OceuqpkahjwSuvvMKgQYM46KCDuPLKK1m/fn0oOZqamgDo378/EK36dc5WEIXaeZ7HU089RWtrKxMnToxU3TpnK4hC3a6++mrOOecczjzzzA7To1C/bWUrCLN+29r+RqFu28tXEFbtnn32WSZMmMAFF1zAoEGDOOqoo/jVr35VvD3s+vWUryDs924ul+Pxxx/n8ssvRykVet16ylcQVt1OOukk/vKXv7Bs2TIA3nvvPV5//XXOPvtsIPz1rqd8BWHVz3VdPM8jkUh0mJ5MJnn99ddDr19nVp8/4x7q888/x/M8Bg8e3GH64MGDWbduXUipAscddxyPPfYYBx10EJ999hk/+tGPOOGEE1iyZAk1NTWhZuusUKvu6vjJJ5+EEamLs846iwsuuICRI0eyatUq/u3f/o3TTz+dBQsW9Omv/WqtmT59OieddBJjx44FolO/7rJB+LVbvHgxEydOJJPJUFFRwR/+8AcOPfTQ4sY1zLptKxuEXzeAp556infffbfDedYFYa9328sG4dZve9vfsOvWU76amppQa7dy5UpmzJjB9OnTuemmm3jnnXf4l3/5F+LxOJdeemno9espH0TjvfvHP/6RLVu2cNlllwHhv18765wPwq3b9ddfT1NTE4cccgimaeJ5Hrfffjvf+MY3gPDr11M+CLd+lZWVTJw4kR/+8IeMGTOGwYMH8+STT/L2229z4IEHhl6/Lvr8GNIeas2aNRrQc+fO7TD9Rz/6kT744INDStW9lpYWPXjwYP3zn/887ChdTg174403NKDXrl3bYb4pU6boL33pS32crvtT1zpbu3attm1bP/30030TKm/q1Kl65MiRevXq1cVpUalfd9m609e1y2azevny5XrevHn6hhtu0AMGDNBLliyJRN22la07fV23hoYGPWjQIL1o0aLitPanh4VZv56ydSes96zWHbe/UVjvtpevO31ZO9u29cSJEztMu+aaa/Txxx+vtQ5/e9dTvu6Ese7V1dXpc889tzgedt0665yvO31ZtyeffFLvu++++sknn9Tvv/++fuyxx3T//v31o48+qrUOv3495etOX693K1as0KeccooGtGma+phjjtGXXHKJHjNmTOj160xOXdtBAwYMwDTNLkdv1q9f36XVGrby8nIOP/xwli9fHnaULgpX+9kT6lhQW1vLyJEj+7Se11xzDc8++ywvv/wy++67b3F6FOq3rWzd6evaxWIxRo8ezYQJE7jjjjsYN24c99xzTyTqtq1s3enrui1YsID169czfvx4LMvCsizmzJnDvffei2VZxRqFUb+esnme1+U+YbxnC9pvf6Ow3nXW0/+HvqxdbW1t8ahmwZgxY4oX+Am7fj3l29Z9+nLd++STT3jxxReZMmVKcVrYdespX3f6sm7f/e53ueGGG7jooos4/PDD+da3vsV1113HHXfcAYRfv57ydaev17sDDjiAOXPm0NLSwurVq3nnnXdwHIdRo0aFXr/OpKGzg2KxGOPHjy9eOaSgvr6eE044IaRU3ctms3z44YfU1taGHaWLwpugfR1zuRxz5syJXB0LNm7cyOrVq/uknlprvv3tb/PMM8/w0ksvMWrUqA63h1m/nrJ1py9r1x2tNdlsNpLrXSFbd/q6bmeccQaLFy9m0aJFxW7ChAlccsklLFq0iP333z+0+vWUzTTNLvcJc71rv/2N4nrX0/+HvqzdiSee2OUS9cuWLWPkyJFA+P8vesrXnb5e937zm98waNAgzjnnnOK0sOvWU77u9GXd0uk0htFx99c0zeLlm8OuX0/5uhPWNq+8vJza2lo2b97MCy+8wHnnnRd6/bro82NIe7CnnnpK27atH374Yf3BBx/oadOm6fLycv3xxx+Hmus73/mOfuWVV/TKlSv1W2+9pc8991xdWVkZWq5UKqUXLlyoFy5cqAF911136YULF+pPPvlEa631nXfeqaurq/UzzzyjFy9erL/xjW/o2tpa3dzcHHq+VCqlv/Od7+i5c+fqVatW6ZdffllPnDhRDxs2rE/y/fM//7Ourq7Wr7zyim5sbCx26XS6OE9Y9espW9i1u/HGG/Wrr76qV61apd9//3190003acMw9OzZs7XW4a5328sWdt22pfPpYWG/b7eVLez69bT9Dbtu28sXdu3eeecdbVmWvv322/Xy5cv1f/3Xf+mysjL9+OOPF+cJs3495Qu7fp7n6REjRujrr7++y21hr3fbyxd23SZPnqyHDRum//SnP+lVq1bpZ555Rg8YMEB/73vfK84TZv16yhd2/bTW+s9//rN+/vnn9cqVK/Xs2bP1uHHj9LHHHqtzuZzWOhrrX4E0dHrp/vvv1yNHjtSxWEwfffTRHS6tG5YLL7xQ19bWatu29dChQ/X555+/zXP/+8LLL7+sgS7d5MmTtdbBpRtvueUWPWTIEB2Px/Upp5yiFy9eHIl86XRa19XV6YEDB2rbtvWIESP05MmTdUNDQ59k6y4XoH/zm98U5wmrfj1lC7t2l19+efG9OXDgQH3GGWcUGzlah7vebS9b2HXbls4NnbDft9vKFnb9etr+hl237eULu3Zaa/3cc8/psWPH6ng8rg855BD90EMPdbg97PptL1/Y9XvhhRc0oJcuXdrltrDrtr18YdetublZX3vttXrEiBE6kUjo/fffX9988806m80W5wmzfj3lC7t+Wms9c+ZMvf/+++tYLKaHDBmir776ar1ly5bi7VFY/wqU1lr31dEjIYQQQgghhOgL8h0dIYQQQgghRMmRho4QQgghhBCi5EhDRwghhBBCCFFypKEjhBBCCCGEKDnS0BFCCCGEEEKUHGnoCCGEEEIIIUqONHSEEEIIIYQQJUcaOkIIIYQQQoiSIw0dIYQQQgghRMmRho4QQgghhBCi5EhDRwghhBBCCFFypKEjhBBCCCGEKDn/H1VWUph7LvP9AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.title(f\"5 Star Overview (independent)\")\n",
    "with open('pdf_dice_data.json', 'r') as f:\n",
    "    d = json.load(f)\n",
    "    for key in d:\n",
    "        if key == \"newbie\":\n",
    "            continue\n",
    "        plt.plot(range(len(d[key])), d[key], label=key)\n",
    "        \n",
    "plt.grid(True)\n",
    "plt.yticks(ticks=np.arange(0, 1.1, 0.1))\n",
    "plt.xticks(range(0, 91, 5))\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1ebcfc8dc50>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6/jbqM3bsWAIDA1m4cCHBwcE4ODhwyy23mM47OTkxYsQIdu3aRa9evUxX8Rpy9OhRNBpNjecphBAtIUmVEOKSMWXKFIKDg+nbty9eXl6kpqby9ttvc+rUKbM26Y2OjmbUqFFceeWVhIWFUVFRQVJSEm+//Ta+vr5MmzbN1DY2Npa1a9fy888/4+/vj6urK927d+eqq67ipZde4rnnnmPYsGEcOnSIF198kdDQ0BrlwZvj888/Z/To0YwdO7bOzX979OhR5/O8++67eeONN5gyZQqOjo7cdNNNNc7ffPPNfPnll4wfP55HH32U/v37Y2try8mTJ1mzZg3XXHMNkyZNMivGxuaqy4svvsiqVasYPHgwM2bMoHv37lRUVJCens7y5cuZP3++abPYhIQEOnXqxMqVK2tUFBw9ejQvvfSS6efGdOnShW7dupGYmMiMGTNqnHvnnXc4evQod955J7///juTJk3C19eXvLw8Vq1axcKFC/nmm2/o1auXqST7k08+iU6no1OnTvzwww9mV5xsTy2JdcyYMdjZ2XHLLbfw1FNPUVFRwbx58ygoKKjVNjY2lqVLlzJv3jwSEhLQaDT07du33rG1Wi1Tp07lnXfewc3Njeuuuw53d/cabd577z0uu+wyhg4dygMPPEBISAjFxcUcOXKEn3/+mT///LNG+8TEROLi4hpN0oUQwmwWLpQhhBDt5rXXXlPj4uJUd3d3VavVqt7e3uqkSZPUrVu3mtX/k08+Ua+77jq1W7duqpOTk2pnZ6eGhYWp999/v5qRkVGjbXJysjpkyBDVyclJBdRhw4apqqqqlZWV6pNPPqkGBgaqDg4Oap8+fdRly5bVqqZ2rvrfW2+91aTnWFJSor766qtqXFyc6uTkpDo5Oam9evVSX375ZbWkpKTefoMHD1YB9dZbb63zfHV1tTpnzhy1d+/eqoODg+ri4qL26NFDve+++9TU1FRTu65du6oTJkxoMMbG5uKCCnCqqqq5ubnqjBkz1NDQUNXW1lb19PRUExIS1NmzZ9d6XpMmTVIB9csvvzQdq6qqUp2dnVWNRqMWFBQ0GN85zzzzjNqpUye1oqKi1jmdTqcuXrxYHTlypOrp6ana2Nio3t7e6pVXXql+9dVXql6vN7U9fPiwOnbsWNXNzU319vZWH3nkEfXXX3+ts/pfdHR0rbnqe00B9aGHHjI9Plf9Lzc3t0a7O+64Q3V2dq7Vv675zI21rup/P//8s+n3IzAwUP3HP/6h/vbbb7X65ufnq9dff73q4eGhKoqinv9RpK73/lxc/FV1c9WqVbXOq6rxb+buu+9WAwMDVVtbW9Xb21sdPHiw+vLLL9doV1xcrDo5OdWqkiiEEC2hqKps0iCEEEJcKCsri9DQUD7//HOzrqgJ67BgwQIeffRRMjIy5EqVEKLVSFIlhBBC1OOf//wnv/32G8nJyWg0UjDX2ul0Onr27Mkdd9zB7NmzLR2OEOIiIvdUCSGEEPX497//jZOTE5mZmS0qJCI6hoyMDG677TaeeOIJS4cihLjIyJUqIYQQQgghhGgBWcsghBBCCCGEEC0gSZUQQgghhBBCtMAldU+VwWAgKysLV1dX00aFQgghhBBCiEuPqqoUFxcTEBDQ4mJEl1RSlZWVJTcaCyGEEEIIIUwyMjJMm8g31yWVVLm6ugLGF87Nza3N56uurmblypWMHTsWW1vbNp+vuawhTmuIEawjTmuIEawjTomx9VhDnNYQI1hHnNYQI1hHnNYQI1hHnNYQI1hHnNYQI0B+fj6hoaGmHKElLqmk6tySPzc3t3ZLqpycnHBzc+vQv1DWEKc1xAjWEac1xAjWEafE2HqsIU5riBGsI05riBGsI05riBGsI05riBGsI05riBGMcQKtcluQFKoQQgghhBBCiBaQpEoIIYQQQgghWkCSKiGEEEIIIYRogUvqnipzGAwGqqqqWmWs6upqbGxsqKioQK/Xt8qYbcEa4rSGGME64rSGGKFt4rS1tUWr1bbKWEIIIYQQ50hSdZ6qqiqOHTuGwWBolfFUVcXPz4+MjIwOvS+WNcRpDTGCdcRpDTFC28Xp4eGBn59fh37uQgghhLAuklT9RVVVsrOz0Wq1BAUFtXgDMDBe9SopKcHFxaVVxmsr1hCnNcQI1hGnNcQIrR+nqqqUlZVx+vRpAPz9/Vs8phBCCCEESFJlotPpKCsrIyAgACcnp1YZ89xSQgcHhw7/4bWjx2kNMYJ1xGkNMULbxOno6AjA6dOn8fHxkaWAQgghhGgVHfcTVTs7d8+GnZ2dhSMRQrSlc1+anNubQgghhBCipSSpuoDcZyHExU3+xoUQQgjR2iSpEkIIIYQQQogWkKTqIpaeno6iKCQnJ1s6lA5r+PDhPPbYYy0aw9pe57vuuotbb7213eb7888/6dGjR6tV1WzIhx9+yMSJE9t8HiGEuJScOXWSY/uTLB2GEB2aJFXCYlojoTknPz+fRx55hO7du+Pk5ERwcDAzZsygsLCwwX5Lly7lpZdeapUYLmXPP/88cXFxdZ576qmnmD17drsUxbjnnnvYtm0bGzdubPO5hBDiUnH2P1cR+t1Ykt8Yx/GUHZYOR4gOSZIq0WSttTlya6mqqiIrK4usrCzmzJnD3r17WbRoEStWrGDatGkN9vX09MTV1bWdIr30bN68mdTUVG644YZ2mc/e3p4pU6bwwQcftMt8QghxsSspKiBMfwyAuPJEunwziqQPppKXk2HhyIToWCSpsnIGg4E33niD8PBw7O3tCQ4O5pVXXqnR5ujRo4wYMQInJyd69+7Nli1bTOfOnDnDlClTiI6OxsXFhdjYWL7++usa/YcPH87DDz/MzJkz8fLyYsyYMQC88847xMbG4uzsTFBQEA8++CAlJSU1+m7atIlhw4bh5OREp06dGDduHAUFBdx5552sW7eO9957D0VRUBSF9PR0AA4cOMD48eNxcXHB19eX22+/nby8vAbjiYmJYcmSJVx99dWEhYUxcuRIXnnlFX7++Wd0Ol29r9+FV8tCQkJ49dVXufvuu3F1dSU4OJj//Oc/Nfps3bqV+Ph4HBwc6Nu3L7t27ao1rrnP4eGHH8bDw4POnTvz73//G1VVTW2qqqp46qmnCAwMxNnZmQEDBrB27VrT+UWLFuHh4cHvv/9OVFQULi4uXHHFFWRnZ5va6PV6Zs6caZrjqaeeqjEHGPdvevPNN+nWrRuOjo707t2b77//3nR+7dq1KIrC6tWr6du3L05OTgwePJhDhw6Z4njhhRfYvXu36b1ctGgRAN988w1jx47FwcHBNN7u3bsZMWIErq6uuLm5kZCQwPbt24G6r3i99957hISE1Iinf//+ODs74+HhwZAhQzh+/Ljp/MSJE1m2bBnl5eW13hchhBBNc/LwTgAKcGOX0xC0isqAMz/iOK8vWxb+k7KShleECHGpkKSqHqqqUlala/G/8ip9k/tc+KG3IbNmzeKNN97gmWee4cCBA3z11Vf4+vrWaDN79myefPJJkpOTiYyM5JZbbjElGhUVFSQkJPDNN9+wZ88e7r33Xm6//XaSkmqunV68eDE2NjZs2rSJTz75BACNRsP777/Pvn37WLx4MX/++SdPPfWUqU9ycjKjRo0iOjqaLVu2sHHjRq6++mr0ej3vvfcegwYN4p577iE7O5vs7GyCgoLIzs5m2LBhxMXFsX37dlasWMGpU6e4+eabG43nQoWFhbi5uWFj07Tt2N5++21TsvTggw/ywAMPcPDgQQBKS0u56qqr6N69Ozt27OD555/nySefrNE/JyeHESNG1HoON954Y53PISkpiffff593332XTz/91HT+rrvuYtOmTab35oYbbuCKK64gNTXV1KasrIw5c+bwxRdfsH79ek6cOFEjnrfffpvPPvuMBQsWsHHjRvLz81m2bFmNOP7973+zcOFC5s2bx/79+3n88ce57bbbWLduXY12s2fP5u2332b79u3Y2Nhw9913A3DTTTfxxBNPEB0dbXovb7rpJgDWr19P3759a4xz66230qVLF7Zt28aOHTv417/+ha2trVnvjU6n49prr2XYsGHs2bOHLVu2cO+999ao6Ne3b1+qq6vZunWrWWMKIYSoX1H6bgAyHCKIf2o5B674lsM2kTgrFQw6Pp+SOXFs/eF99A18gSnEpUA2/61HebWens/+bpG5D7w4Die7xt+a4uJi3nvvPT788EPuuOMOAMLCwrjssstqtHvyySeZMGECAC+88ALR0dEcOXKEHj16EBgYyBNPPEFRURFubm488sgjrFixgu+++44BAwaYxggPD+fNN9+sMe75V3hCQ0N56aWXeOCBB/j4448BePPNN+nbt6/pMUB0dLTpZzs7O5ycnPDz8zMdmzdvHn369OHVV181Hfvss88ICgriyJEj9OnTp954znfmzBleeukl7rvvvoZfxDqMHz+eBx98EIB//vOfvPvuu6xdu5YePXrw5Zdfotfr+eyzz3ByciI6OpqTJ0/ywAMP1Ig3Pj6+zudw+PBhIiMjAQgKCuLdd99FURS6d+/O3r17effdd7nnnntIS0vj66+/5uTJkwQEBADG93HFihUsXLjQNHZ1dTXz588nLCwMgIcffpgXX3zRNO/cuXOZNWsWkydPBmD+/Pn8/vvfv9elpaW88847/PnnnwwaNAiAbt26sXHjRj755BOGDRtmavvKK6+YHv/rX/9iwoQJVFRU4OjoiIuLCzY2NjXeSzAW8TgX/zknTpzgH//4Bz169AAgIiLC7PemqKiIwsJCrrrqKtNzjoqKqtHm3BWs9PT0GvELIYRoOvXUfgDK3I3/39Vz4BUY+o1h+4rPCNj+JgHqaXx2P8PRvQsoHf4isZdfY8lwhbAYuVJlxVJSUqisrGTUqFENtuvVq5fpZ39/fwBOnz4NGJeHvfrqqwwZMgRvb29cXFxYuXIlJ06cqDHGhVcbANasWcOYMWMIDAzE1dWVqVOncubMGUpLS4G/r1Q1xY4dO1izZg0uLi6mf+c+fB87dqzBeM4pKipiwoQJ9OzZk+eee65J80PN10tRFPz8/EyvV0pKCr179zZtIAuYkpFzkpOTWbt2bZ3PIS0tzdRu4MCBNa6wDBo0iNTUVPR6PTt37kRVVSIjI2uMs27duhpjODk5mZILML6/52ItLCwkOzu7Rnw2NjYkJCSYHh84cICKigrGjBlTY57PP/+8xjwXvi4X/h7Vp7y8vMbSP4CZM2cyffp0Ro8ezeuvv15rnoZ4enpy5513Mm7cOK6++mree++9Gssdz3F0dKSsrMzscYUQQtTNpdC4OkLj9/eXohqtlr4T7qHzP3eTGP44RTjTzZBO6QHLfBktREcgV6rq4Wir5cCL41o0hsFgoLioGFc31yZVPnO01ZrXztHRrHbnL6069yH+XHnrt99+m7lz5/LKK6/Qv39/XF1deeyxx2oVo3B2dq7x+Pjx44wfP57777+fl156CU9PTzZu3Mi0adOorq5uUnznMxgMXH311bzxxhu1jp8fw4XxnFNcXMwVV1yBi4sLP/zwg9nLys53YR9FUUyvlzlLMw0GA1dddVWdV9LOJSPmjKHVatmxYwdabc3fBxcXlwZjbcry0XPP69dffyUwMLDGOXt7+xqPG/o9qo+XlxcFBQU1jj3//PNMmTKFX3/9ld9++43nnnuOb775hkmTJqHRaGrFf+736ZyFCxcyY8YMVqxYwbfffsu///1vVq1axcCBA01t8vPz8fb2bjA2IYQQDVMNBgKqjF9odgqNq3Xe3sGJgbc9z9m8+9my5BV63tj0LzKFuFhIUlUPRVHMWoLXEIPBgM5Oi5OdTZuUk46IiMDR0ZHVq1czffr0Zo2xYcMGJk6cyE033YSbmxsAqamptZZUXWj79u3odDrefvtt03P73//+V6NNr169WL16NS+88EKdY9jZ2aHX62sc69OnD0uWLCEkJKTGvVAGg4GioqIGYyoqKmLcuHHY29vz008/1bpC0hp69uzJF198QXl5uSlpTExMrNGmd+/e/Prrr7Wew4Uu7JeYmEhERARarZb4+Hj0ej2nT59m6NChzYrV3d0df39/EhMTufzyywHjPUk7d+4kNjbW9Hzs7e05ceJEi5bK1fVeAsTHx3PgwIFaxyMjI4mMjOTxxx/nlltuYeHChUyaNAlvb29ycnJqJFZ17f8VHx9PfHw8s2bNYtCgQXz11VempCotLY2Kigri4+Ob/XyEEELAmdMn8aIIg6oQFFn/f1M9vPwYdJ9UXRWXNln+Z8UcHBz45z//yVNPPWVarpWYmMiCBQvMHiM8PJw//viDpKQkUlJSuO+++8jJyWm0X1hYGDqdjg8++ICjR4/yxRdfMH/+/BptZs2axbZt23jwwQfZs2cPBw8eZN68eaYqeCEhISQlJZGenk5eXh4Gg4GHHnqI/Px8brnlFrZu3crRo0dZuXIl06ZNq/ND+znFxcWMHTuW0tJSFixYQFFRETk5OeTk5DTYr6mmTJmCRqNh2rRpHDhwgOXLlzNnzpwabaZPn17nc7j77rtrxJKRkcHMmTM5dOgQX3/9NR988AGPPvooYEw6br31VqZOncrSpUs5duwY27Zt44033mD58uVmx/voo4/y+uuv88MPP3Dw4EEefPBBzp49azrv6urKk08+yeOPP87ixYtJS0tj165dfPTRRyxevNjseUJCQjh27BjJycnk5eVRWVkJwLhx42rsGVVeXs7DDz/M2rVrOX78OJs2bWLbtm2mJH748OHk5uby5ptvkpaWxn//+19WrFhh6n/s2DFmzZrFli1bOH78OCtXruTw4cM1vgTYsGED3bp1q7EsUgghRNNlHzZWt83U+OPg5NJIayEubZJUWblnnnmGJ554gmeffZaoqChuuummRu9zubB/fHw8119/PSNHjsTPz49rr7220X5xcXG88847vPHGG8TExPDll1/y2muv1WgTGRnJypUr2b17N/3792fQoEH8+OOPpqs3Tz75JFqtlp49e+Lt7c2JEycICAhg06ZN6PV6xo0bR0xMDI8++iju7u4NXu3bsWMHSUlJ7N27l/DwcPz9/U3/MjJaby8NFxcXfv75Zw4cOEB8fDyzZ8+utVTR39+fDRs2NPocpk6dSnl5Of379+ehhx7ikUce4d577zWdX7hwIVOnTuWJJ56ge/fuTJw4kaSkJIKCgsyO94knnmDq1KnceeedDBo0CFdX11rv70svvcSzzz7La6+9RlRUFOPGjePnn38mNDTU7HkmT57MFVdcwYgRI/D29jaV5b/ttts4cOCAqfy6VqvlzJkzTJ06lcjISG688UauvPJK09XMqKgoPv74Yz766CPi4+PZuXMnTzzxhGkeJycnDh48yOTJk4mMjOTee+/l4YcfrlGQ5Ouvv+aee+4xO3YhhBB1K80wVv7LdZIvqYRolHoJKSwsVAG1sLCw1rny8nL1wIEDanl5eavNp9fr1YKCAlWv17famG3BGuK0hhhV1fw4hw0bpj766KPtE9QF2vu1/Mc//qHee++9Te7XnDj37t2r+vj4qGfPnq23TWv+rVdVVanLli1Tq6qqWjxWW7GGGFXVOuK0hhhV1TritIYYVdU64mzLGJPevVlVn3NTN3/6RIvHutRfy9ZkDXFaQ4yqqqp5eXn15gZNJVeqhBBtavbs2XTt2rVVl2HWJysri88//xx3d/c2n0sIIS52HiVHALAPiG6kpRBCClUIIdqUu7s7Tz/9dLvMNXbs2HaZRwghLnYGvZ4u1cdBAa8wKfwjRGMkqRLCAtauXWvpEIQQQoh6ZR1LoYtSSaVqS2C3GEuHI0SHJ8v/hBBCCCFEDblHkwHIsAlG28D2IEIII0mqhBBCCCFEDRWZewEocAm3cCRCWAdJqoQQQgghRA32Z1IA0HtHNdJSCAGSVAkhhBBCiAt0LjsKgFNgrIUjEcI6SFIlhBBCCCFMKivKCNRnAuAXmWDhaISwDpJUCSGEEEIIk5OHk7FRDBTijLd/V0uHI4RVkKTqIpaeno6iKCQnJ1s6FCGEEEJYiYL03QBk2oaiaOSjohDmkL8UYTHDhw/nsccea5Wx8vPzeeSRR+jevTtOTk4EBwczY8YMCgsLW2V8IYQQ4lJRnb0PgGL3SAtHIoT1kI0HRJNVVVVhZ2dn6TBMqqqqyMrKIisrizlz5tCzZ0+OHz/O/fffT1ZWFt9//72lQxRCCCGshtPZw8YffHpaNhAhrIhcqboIGAwG3njjDcLDw7G3tyc4OJhXXnnFdP7o0aOMGDECJycnevfuzZYtW0znzpw5w5QpU4iOjsbFxYXY2Fi+/vrrGuMPHz6chx9+mJkzZ+Ll5cWYMWMAeOedd4iNjcXZ2ZmgoCAefPBBSkpKavTdtGkTw4YNw8nJiU6dOjFu3DgKCgq48847WbduHe+99x6KoqAoCunp6QAcOHCA8ePH4+Ligq+vL7fffjt5eXkNxhMTE8OSJUu4+uqrCQsLY+TIkbzyyiv8/PPP6HS61n7JhRBCiIuWb7mx8p9b114WjkQI6yFJVX1UFapKW/6vuqzpfVS1SaHOmjWLN954g2eeeYYDBw7w1Vdf4evrazo/e/ZsnnzySZKTk4mMjOSWW24xJRoVFRUkJCTwzTffsGfPHu69915uv/12kpKSasyxePFibGxs2LRpE5988gkAGo2G999/n3379rF48WL+/PNPnnrqKVOf5ORkRo0aRXR0NFu2bGHjxo1cffXV6PV63nvvPQYNGsQ999xDdnY22dnZBAUFkZ2dzbBhw4iLi2P79u2sWLGCU6dOcfPNNzcaz4UKCwtxc3PDRnaCF0IIIcxSWJCHH8YvMgOk8p8QZpNPm/WpLoNXA1o0hAbwaE7Hp7PAztmspsXFxbz33nt8+OGH3HHHHQCEhYVx2WWXma78PPnkk0yYMAGAF154gejoaI4cOUKPHj0IDAzkiSeeoKioCDc3Nx555BFWrFjBd999x4ABA0zzhIeH8+abb9aY+/z7oUJDQ3nppZd44IEH+PjjjwF488036du3r+kxQHR0tOlnOzs7nJyc8PPzMx2bN28effr04dVXXzUd++yzzwgKCuLIkSP06dOn3njOd+bMGV566SXuu+8+s15HIYQQQkD24Z24Azl44dfJy9LhCGE1JKmycikpKVRWVjJq1Kh62/Tq9ffle39/fwBOnz5Njx490Ov1vPbaa3z99dfk5ORQWVlJZWUlzs41k7q+ffvWGnfNmjW8+uqrHDhwgKKiInQ6HRUVFZSWluLs7ExycjI33HBDk57Pjh07WLNmDS4uLrXOHTt2zJRU1RXPOUVFRUyYMIGePXvy3HPPNWl+IYQQ4lJWeNxY+e+UQyh+jbQVQvxNkqr62DoZrxi1gMFgoKi4GDdXVzRNKUlq62R2U0dHx8aHs7U1/awoiik2gLfffpu5c+fyyiuv0L9/f1xdXXnssceoqqqqMcaFSdbx48cZP348999/Py+99BKenp5s3LiRadOmUV1dbXZsFzIYDFx99dW88cYbtY6fH8OF8ZxTXFzMFVdcgYuLCz/88EON5y6EEEKIRpw+AEBZp+4WDkQI6yJJVX0UxewlePUyGMBWbxynjfZ5iIiIwNHRkdWrVzN9+vQm99+wYQMTJ07kpptuws3NDYDU1FSioqIa7Ld9+3Z0Oh1vv/22KWH83//+V6NNr169WL16NS+88EKdY9jZ2aHX62sc69OnD0uWLCEkJKTGvVAGg4GioqIGYyoqKmLcuHHY29vz008/4eDg0GB7IYQQQtTkWpQKgI1fdCMthRDnk0IVVs7BwYF//vOfPPXUU3z++eekpaWRmJjIggULzOofHh7OH3/8QVJSEikpKdx3333k5OQ02i8sLAydTscHH3zA0aNH+eKLL5g/f36NNrNmzWLbtm08+OCD7Nmzh4MHDzJv3jxTJb+QkBCSkpJIT08nLy8Pg8HAQw89RH5+Prfccgtbt27l6NGjrFy5kmnTptVKwM5XXFzM2LFjKS0tZcGCBRQVFZGTk0NOTk6D/YQQQghhpBoMBFYZK/95hsZZNhghrIwkVReBZ555hieeeIJnn32WqKgobrrpJk6fPm123/j4eK6//npGjhyJn58f1157baP94uLieOedd3jjjTeIiYnhyy+/5LXXXqvRJjIykpUrV7J792769+/PoEGD+PHHH01XoJ588km0Wi09e/bE29ubEydOEBAQwKZNm9Dr9YwbN46YmBgeffRR3N3dG1xCuWPHDpKSkti7dy/h4eH4+/ub/mVkZJj1WgghhBCXstzs47hTik7VEBjR29LhCGFVZPnfRUCj0TB79mxmz55d65x6QXl2Dw+PGsc8PT354YcfTNX/6kpc1q5dW+e8jz/+OI8//niNY7fffnuNx8OGDWPTpk119o+MjKyxZ9Y5ERERLF26tMax85f/1RXP8OHDaz1XIYQQQpgvJ3UnPkCmNoCuji28BUKIS4xcqRJCCCGEEJSd3APAGacwC0cihPWRpEoIIYQQQqDNTQGgsnPDxaqEELVJUiWEEEIIIehUcgQA+4AYC0cihPWRpEoIIYQQ4hKn1+noojsBgE9YvIWjEcL6SFIlhBBCCHGJyzy6DwelmnLVjoBQWf4nRFNJUnUBqSAnxMXNYDBYOgQhhOhw8o4mA3DStisardaywQhhhaSk+l9sbW1RFIXc3Fy8vb1RFKXFYxoMBqqqqqioqGhwjyVLs4Y4rSFGsI44rSFGaP04VVWlqqqK3NxcNBoNdnZ2rRClEEJcHCoz9wFQ4BJh4UiEsE6SVP1Fq9XSpUsXTp48SXp6equMqaoq5eXlODo6tkqS1lasIU5riBGsI05riBHaLk4nJyeCg4M7dEIphBDtzT7/IAAGb1n6J0RzSFJ1HhcXFyIiIqiurm6V8aqrq1m/fj2XX345tra2rTJmW7CGOK0hRrCOOK0hRmibOLVaLTY2Nh06mRRCCEvwLksDwDko1sKRCGGdJKm6gFarRdtKa4m1Wi06nQ4HB4cO/eHVGuK0hhjBOuK0hhjBeuIUQghrV1FWQoAhGxTwj0ywdDhCWCVZ/yKEEEIIcQnLOLwLraJSgBudfbpYOhwhrJIkVUIIIYQQl7Cz6bsByLILQZH7TYVoFvnLEUIIIYS4hOmzjZX/StwjLRyJENZL7qkSQgghhLhI5eWcIO27f2Nw8cc18jK69b4cJxf3Gm2cCg8DoPhGWyJEIS4KklQJIYQQQlykjix9mYFnfoQzwPH5VK/UkmrbjTOe8diGDCY4bgR+FccAcOvay7LBCmHFJKkSQgghhLhIBeZuACDFNprO1dn4KPlE6FKJOJ0Kp/8HW/9u26W7VP4TorkkqRJCCCGEuAhlHk0hSM2iWtXS5eFfcHH1IDsjlcw9a9EfT8SrYBchunS0isoRbRjhbp0sHbIQVkuSKiGEEEKIi9DJbT8SCBy270m0uycA/l2749+1O3AfAMWF+ZzYn4hvN9n0V4iWkKRKCCGEEOIi5JD+JwBFXUbU28bV3ZPowePbKyQhLlpSUl0IIYQQ4iJTUV5KZNkuAHz7XGXhaIS4+ElSJYQQQghxkTmctAJHpYrTeBLas5+lwxHioidJlRBCCCHERabswAoA0jsNQtHIxz0h2pr8lQkhhBBCXGQCczcCYNN9rIUjEeLSIEmVEEIIIcRF5PxS6uEDr7Z0OEJcEiSpEkIIIYS4iJzc9iMAqfY9cfPobOFohLg0SFIlhBBCCHEROVdKvTBwmIUjEeLSIUmVEEIIIcRF4vxS6j59ZOmfEO1FkiohhBBCiItE6tbfTaXUu0X3t3Q4QlwyJKkSQgghhLhIlO7/q5S6x0AppS5EO5K/NiGEEEKIi0RA3l+l1HuMs3AkQlxaJKkSQgghhLgIZB07SLAhU0qpC2EBklQJIYQQQlwEMrZKKXUhLEWSKiGEEEKIi4C9lFIXwmIkqRJCCCGEsHKVUkpdCIuSpEoIIYQQwsod2bEaJ6VSSqkLYSGSVAkhhBBCWLnylN8BKaUuhKXIX50QQgghhJULzP2rlHr3sRaORIhLkyRVQgghhBBWrLIol2A1E52qIUxKqQthEZJUCSGEEEJYMZvcPQActuuJeycvC0cjxKVJkiohhBBCCCsWWGJMqgq7SCl1ISxFkiohhBBCCCtVWV5KrP4AAD7xV1k4GiEuXZJUCSGEEEJYqXOl1HPpRLeYgZYOR4hLliRVQgghhBBW6lwp9WNSSl0Ii5K/PiGEEEIIK6TX6Qg9vRoAJWKMhaMR4tImSZUQQgghhBXau/Y7/MijQHUhauhkS4cjxCVNkiohhBBCCCuk2b4AgESHy7F3dLZwNEJc2iSpEkIIIYSwgPLSYhI/voeD21c3uW/m0f3ElG8HoLjLiNYOTQjRRJJUCSGEEEJYwN6Vixh4+n94/jKdivLSJvXNWPkRGkVlj30C9m6+bRShEMJcklQJIYQQQliA/sxRAHzIJ/mHd83uV1FeSvecnwCojr+rTWITQjSNJFVCCCGEEBZgU3zS9HP44f9SXlpsVr+9KxfTiWJy8CJ62PVtFZ4QogkkqRJCCCGEsADnsizTz16cZffSt8zq57r3cwCOhdyA1samTWITQjSNJFVCCCGEEBbgWX0KgCTPiQB0T/uMkqKCBvuk7dlMD10K1aqWiCsebPMYhRDmkaRKCCGEEKKdVVdV4q3mAdB10nNkKAF0opi9S99osF/e2nkA7HEdipdfcJvHKYQwjyRVQgghhBDtLDcrHa2iUqXa4BMQyqk+jwEQnf45hQV5dfYpOnuG2DO/A+Aw+L72ClUIYQZJqoQQQggh2llB5hEATml80Gi1xF85jXRNEG6UcmDpa3X2SVnxH5yUStI1QfQceEV7hiuEaIQkVUIIIYQQ7aws9xgAZ+2Me0xpbWzI7/cEALEnvuRsXk6N9qrBgO/hLwE4FXkrikY+wgnRkchfpBBCCCFEO9PlHweg3CnQdCxu7FTStKG4KOWkLH2lRvsDiSsIMWRQptoTdcW97RqrEKJxklQJIYQQQrQzbZFxjyq9WxfTMY1WS/HApwDonfktZ079vY9VxZb/ALC38zjcPDq3Y6RCCHNIUiWEEEII0c6cyzIBsO0cUuN471E3c9gmEielktSlLwOQl3OCXkXrAfAa/kC7ximEMI8kVUIIIYQQ7cyj2njPlJNPaI3jikZDxZB/AhCX8z25WemkrvgYW0XPIZsehPUa3O6xCiEaJ0mVEEIIIUQ70ut0+BiMZdM9A8NrnY8ddh0HbXvioFRzdMlzhKZ/B0BR7B3tGqcQwnySVAkhhBBCtKO8nOPYKnqqVS3e/iG1zisaDbphswAYcGYZfuRRgCuxYyWpEqKjkqRKCCGEEKId5f+1R1WuxgutjU2dbWIum8h+u16mx4f8JuLg6Nwu8Qkhmk6SKiGEEEKIdlR6yrhHVYGtb4PtNKP+bfo5aOxDbRqTEKJl6v56RAghhBBCtInq/HQAys7bo6ouUQPGsTXrZTR2DvTtFt0OkQkhmkuSKiGEEEKIdnRujyqda5dGWkL/SY+0dThCiFYgy/+EEEIIIdqRY6lxjyqtZ1cLRyKEaC2SVAkhhBBC1OHEwZ1Ulxe3+rgeVef2qApp9bGFEJYhy/+EEEIIIS5w/FAyXb+/gnJNGHBTq41r0OvxMeSCAp4BEa02rhDCsuRKlRBCCCHEBU7vX4eNYiBGTSX7+MFWGzc/NxN7pRq9quAdGNpq4wohLEuSKiGEEEKIC+hPHzL9fDLph1YbN+9kKgC5Smds7exbbVwhhGVJUiWEEEIIcQHHwiOmn92O/9Fq45q7R5UQwrpIUiWEEEIIcQGvinTTzz0q91KYn9sq41adOQ5AqWNAq4wnhOgYJKkSQgghhDhPRVkJ/obTAJxSO2GjGEjduKRVxtYUngCg2ow9qoQQ1kOSKiGEEEKI82Sm7UOjqBTizHanoQAoh39rlbEdZI8qIS5KklQJIYQQQpyn4MReALJtgijpHA9A9+IkKivKWjy2+197VDl6h7R4LCFExyFJlRBCCCHEeapzjCXUC126Ydc5lDw8cFHKOZy0okXjqgYDPnrjskKPgPAWxymE6DgkqRJCCCGEOI99gbHsud4zAo1GQ1qnywAo2/tzi8Y9e+YUTkolAN6B3VoWpBCiQ5GkSgghhBDiPJ3KjBX6HPx7AGDbcwIAIXnrUA2GZo9r2qOKTjg4OrcwSiFERyJJlRBCCCHEX/Q6HQF6YzGJziExAET0v5Iy1R5fzpC2d3Ozxy4+dRSAfBvZo0qIi40kVUIIIYQQf8lOP4i9Uk2FaotvlwgAHJxcOOTSD4Dc7cuaPXZVXjoAJbJHlRAXHUmqhBBCCCH+kpdurPyXadMFrY2N6Xh1+BUAeGf92eyxlcIMAKpcZI8qIS42klQJIYQQQvylIusAAGedQmscDx9yHXpVIVyfRs6J1GaNbf/XHlWaTsEtC1II0eFIUiWEEEII8RdtvjFhquoUUeO4p08gh+16AnB8y5Jmje1ekQ2Ag+xRJcRFR5IqIYQQQoi/uJUYi0nY+UXVOlcYPBoAp6O/N3lc1WDAS38KAA//sBZEKIToiCSpEkIIIYTAmPgEVJ8AwPOvyn/nCxw4GYDuFbspOnumSWMXnT2Dq1IOgHcXSaqEuNhIUiWEEEIIAeTlnMBVKUevKgR0i651PiiiNyc0gdgpelI3/dC0sf/aoyofN5xc3FslXiFExyFJlRBCCCEEcCptNwBZGn/sHZzqbJPpOwIA9dBvTRq7KMe4rPCM7FElxEVJkiohhBBCCKA001j5L88xpN42neKuASCyaAvVVZVmj1351x5VxQ7+zY5PCNFxSVIlhBBCCAGQdxiACvfweptEJIwkHzfcKOXQ1iYUrDhrvFeryjmwRSEKITomSaqEEEIIIQCXojQAbHy719tGa2PDEY/LACjZ/ZPZY5/bo0rp1LUFEQohOipJqoQQQgghAN+q4wC4B9eu/Hc+254TAAjOW4dqMJg1tutfe1TZe4U0P0AhRIclSZUQQgghLnmFBXl4cRYA/7BeDbbtPvhqKlRbAtTTpKdsM2v8c3tUuft3a1GcQoiOSZIqIYQQQlzyso8kA3AaT1zdPRts6+TizkGnBAByti5tdOySogI8KAHAq0tEywIVQnRIklQJIYQQ4qKz8/cvSJx3H1WVFWa1L87YD8Ape/PueaoKvwKAzpl/Nto29+QRAApxbjRhE0JYJ0mqhBBCiFaQtjeR0ud82fKfRywdyiUv8+h+ojc/zsBT37B7xWdm9dGfPgRAmVuYWe27DZkMQKTuMFnphxpsW5htLICRp5U9qoS4WElSJYQQQrSCM6vfw1mpIC7zGwoL8iwdziVLNRjI++4x7JVqAGwO/WxWP8dC49UkvOuv/Hc+L79g9trHA3BixXsNtj23R1WRvexRJcTFSpIqIYQQooXKS4vpWbAGAEelioMrP7VwRJeu5D++onf5VvSqAkDP0m0UF+Y32s+rIh0Al8Bos+cyDLjfOEfOD5QWn623nVpg3KOq0kX2qBLiYiVJlRBCCNFC+//8Chel3PTY6/A3ZpfaFq2nvLQYv83PA7A1cConNIHYK9Uc2vB9g/0qykrwN5wGwLeRyn/nix12AxlKAG6UsW/5/Hrb2ZWcNP7gEWz22EII6yJJlRBCCNFCdvv/B0CS12QqVVvC9MdITd5g4aguPclf/Rt/csnBm95TXiLTfywAmpSGN+nNTNuHRlEpxJnOPuZfTdJotWR1nwpAwMHFGPT6Otu5/LVHlV3nELPHFkJYF0mqhBAdUn5uNqpBtXQYQjQqNyud6PIdAHQZ/wR73YcBULBRlgC2pxOHk0k4+QUA2YOfx8nFHZ8BNwLQsySxweV5BSf2GvvZdkXRNO2jUcyEByjCiSA1i73rltTZprPOuEeVm5/sUSXExUqSKiFEh7Nj+QJ8/xOL4VjjpYqFsLS01Z+hVVRSbHsS2C0axwF3AxBzZmWDH+RF61ENBgqXPIadome3Y3/iRk8BoFvMQE4qfjgo1RzcUHfCA1CdcxCAIpfQJs/t7OrBAd9rANAkzat1vry0mM4UAuDdJbzJ4wshrIMkVUKIDkc9uByA0OJtFo5EiIapBgN+x34AoLj7DQD0HHQlGUoAzkoF+1cusmB0l46dKxYSW7mLStUWrxvmmq42KRoNGX8tAVQO/Fhvf/uCVAAMnSObNX/wlY+jVxViK3eSnrK9xrnTJ43l1EtUR9w6eTdrfCFExydJlRCiw/EqOQxAuOFYvfcoCNERpO3dQojhBJWqLd1HGe+tUTQaMkOvB8A95StLhtdhqQYD1eUlrTJWSVEBQVtfBmBn17sI7Fazep9Xf+MSwB7FiZSXFtc5RqeydAAcA3o2K4aAkO7sdhkKwOlVc2ucK8wylmrP1fo0eWmhEMJ6yF+3EKJDqSgroYveWCnLVSkn8+g+C0ckRP3yNi0CYJ/rENw7eZmOh4+9l2pVS3fdIY7tT7JQdB1TTsYRjr51OdekPMKe1d+0eLx9X87Ch3wyFV/ib36u1vnwXkPIUnxwUio5uHFprfO66ioC9ZkAeIeaX/nvQo6XPwxArzMrKMjNNh0v/2uPqkLZo0qIi5okVUKIDiXj0E5slL9LUece3GLBaISoX3VVJZGnVwBg0+fWGue8/ILY6zIYgNNr/9PusXVUe9f/iP2CEfTQHcRW0ROY+Hy9V4/McezANvrmfAtA3tCXcXByqdVG0Wg44TsGAMO+ZbXOZx8/hJ2io1y1wy84otmx9Og3hlRtuPH+reUfmI4bCo4DUOkc0OyxhRAdnyRVQogOpeDojhqP1cydFopEiIbtX78UT4o4gzvRQ6+tdd6m750AROX+RkVZ6yx1s1YGvZ7ERU/Tc/UddKKII9owstXO+JFH8tfPNmtM1WCgfNnj2CgGdjkNoffIG+tt63luCWDR5lrvxZljxsp/WTZd0Gi1zYoFjMnb2V7TAAg79jXVVZUA2BYbr4KpskeVEBc1SaqEEB2Kmm38gJODcSlVp0JZ/ic6JkOy8X6pVN8rsbG1q3U+eui15OCNG6Xs++P/2ju8DqOwII89b09gYPpHaBWVrZ0m4Pfon2zwNl7d65PxBZlH9zd53B2/fELPqr3GK0w3vdtg24i4y8nBC2elgpSNy2qcK89OAaDAqemV/y7Ua9yd5OGBD/nsXrkYAJfyLABsPUNaPL4QouOSpEoI0aG4FRpLGx8NmgRAaPVRqiorLBmSELUU5ucSU7wZAO/L7qqzjdbGhmPB1wHguK/9kqqCvGz0uqp2m68haXs2U/L+YOLKtlCp2rI19gX6P/oV9o7O2AUmsNe+D/ZKNbnfP9GkcfOyjhOy83UAkrvdg3/X7g22VzQa0n1HA6C/YAmgzRljYZxqz+Yv/TvH3sGJ1K43A+CW/F9UgwHPv/aocpU9qoS4qElSJYToMAx6PUFVRwHw7nsdZ1UX7BQdxw9stXBkQtR08I9F2Ck6jmpCCIsdWG+7bmPvQ68qRFftJSN1d5vHtev3xbjP78Nle/7B4Z1r2ny+hmxb9iGBSyYSqJ4iS/Eh47pl9J/8mOm8olFwvuYtqlUtcWVb2P3n/8wat7y0mPzPrseLs6Rrgki42bzlgx4JxoqM3Qs3UllRZjruXmr8b469Xw8zn1nDIsc/QqVqS6TuMAcSV+BDPgCdA8NaZXwhRMckSZUQosPIPn4QF6WcStWWwPBeHNEYl+PkH5ZiFaJjcT9s3Ej2dLdJDbbz7RLGPqf+AGSu/qRNY9q65F16bX4Ue6UaH6WAiOW3sHVJw8vi2oJqMJD00TT6Jc/GQalmt2N/nB/eSHjvy2q1DYrozQ5/45WdzhuerZHs1MWg15MybwqRusOcxQWbKd9gZ+9gVlyRCSM5jSeuSjkpm34yxRpQnQGAZ0hsU55mvTr7dmF3J2NhDLs/jQlfuWqHp7cUqhDiYiZJlRCiwzidatw084RNV2zt7MlxMH6zq8neZcmwhKghM20fPXQp6FWF8NF3N9reEG/cvyoy5+c2W8qa+Pkz9N/7PFpFJcljAlu0fbFTdPTf+zxJ79/eaLLSmrZ+/zYDcr/HoCpsCb6P2CdX4N7Zt9720be8TB4edFGz2fntyw2OnbTwSfqUrKdK1ZI59r90CY8xOy6NVstR71EAVO8xbticm30cF6UcnaohoJv5YzXGa/RjAETojJsKn5Y9qoS46MlfuBCiw6jMMC6PKnAz3h9R6mq8B8G7SIpVXOwObPqF8ryjlg7DLFnrjQUI9jn2xcuv8YpuMcNvIA8PPCli359ft2osqsFA4vwHGXj0fQC2BEwl/oGF5MQ8zOauD2BQFQbk/0T6nBHkZqW36tx1SdubSNz+NwDYGvEog+5+s9GKeq7unqT3+RcAvY9+Sk7GkTrbbf9pHoNOfgZActzzRA8e3+T43ExLADdQVVnBqbQ9AGRr/My+4mWObjED2GcfZ3pcaCd7VAlxsZOkSgjRYTjkHwDA4GP8xljTybj8L1h/kpKiAovF1VzFhfmkJP1u6TA6vG3LPqT32ju54cQLJK9YZOlwGmQwGAjN+gUAXezNZvWxtbMnNeAaAGx2t17BCl11Fdvev5WBOV8CkBj+OIPu/QBFo0Gj0dDvtpfYO+w/FOFEd91BlP8M42DSylab/0IlRQXYLb0Le6Wa3Y4D6H+L+aXSE666jxTbaJyUSjL/92St8ylJv9Nrx78B2OI/lf6TZjQrxu59R5OHB26UkrL5Z0ozjVUH8xxDmjVeQ3T97jf9XC57VAlx0ZOkSgjRYfiVGZfKuIX2AcDOyZ0cvNAoKsf3brZkaE1WXVXJqfdHE/Xbjezb8KOlw+mw9m9eTu9dxg/fWkUlfvtT7PxtoYWjql/V6cP4k0ux6kj0CPOSKoDg0fcBEFO+g6z0Qy2Oo6K8lL1zJ9H/7HL0qsLW3i8x8Lbna7XrPfJGim5bRbomGC/O0m35zST9701Ug6H2oC2gGgwc/HQ6QWoWp+hM12mfN2nPJ0Wjwe7qOehVhYTiNezb9LPpXObRFPx+m46domOX82UMmD632XFqbWxI8xoJQOXupSh5xveiwiO82WPWp9eIGzmp+AFgcAtq9fGFEB2LJFVCiA6h8Mwp/MgDoEuPfqbjmc49AShOS7RIXM2146sXCNenAVB8eIOFo+mYMlJ302XldOwUPTuch7HGZig2ioFeiTPZ9ftiS4dXJ5/cjQCkeI7CwcnF7H6B3aLZZx+HRlE58UfLClYUF+aT9u6VxJdupFK1Zc+QDxu8ctMlPAbvxzew0+Vy7BQ9Aw68wrYPbseg17cojvNtX/YBfYv+QKdqyL9yHh5efk0eI6zXYLZ7Gwt/OK+eTXVVJUVnz6D7vxtMGwZ3f+CrFm3QC+ASb1wCGHl2PW5Fxi9ybHwaLsneHBqtlrOj55DsNIjwMfe0+vhCiI7FxtIBCCEEQMbBrbgDWYovAR6dqa6uBqDSpzccW4/dqWSLxtcUxw8l0+fYJ6AYH9vnH7RsQB3Q2bwc+Opm3CnlkE13Iu9dzB9/rmXbMQf6Fa0iZvPj7FK0xI+9zdKhmpSXFtO/eiso4DpwapP7V/a6HbYlM/DkAqqfW0Q1NlQptuiwoRpbdMp5/zR26DV26DX26DX2GLTGf6rWHq+CnUTrj1GiOpI+9r/ED7m60bmdXT2In/kjif/3HP3SPqB/wS/sXPk5fa6se4+tpkhP2U7M7pdBgW3dHmDQgHHNHqvHLa9T8MEqQg3HSfzfazidXE8vQwan8cTt7iU4ubi3ON4eA8aRv8oNT4rwqDYu/3MPbr0iFeeLGXI1mPH+CCGsn1ypEkJ0CCXpxgp/p5xqbsDp2s1YjjqgNKXdY2oOvU5H+fcPYKfoyMELAO+yNAtH1bFUVVaQ9Z/rCVKzyMabztOX4ODkgkajIfaBL9juNhpbRU/Mphkkr/rK0uECUFZSyL4lr+GsVJCl+NKj35gmjxEzagrHNcZlYLaKHielEg9K8OIs/uQSpGYRajhOhP4IUdUHiKlMpnd5En1K19O3aBX9C35hQN4SwvTHKMCN7EnfGT+0m0nRaBg49SW2drkTAOcd81q8DLCspBDluztxVKrY49CXAbe91KLx3Dv7cjj6cQAGHnmXXhU7KFPtKZr0BT6BoS0a+xytjQ2pnUfUOOYf1qtVxhZCXLrkSpUQokPQnjZ+Y1zRObrG8S7RgzD8oeCn5JKXk4GXX8e+N2Hbd28wsPoAJaojxdcuxO/Hqwk0ZFNeWoyjs6ulw7M41WBg98d30K9qLyWqIxU3fY2/X5DpyqTWxob4Gd+y/b0b6Vu8mp4bHyZZoyFulPn3L7WW8tJiUjYsQd33A1HFWxisVAKQ3mUiAc0oj23v4ESXp5MpKMiluqqC6soKdNWV6Koq0FdXoK+uRF9l/F9DdTn6qgrU6goM1RWougqorgRdBaqiIXjENCK6RTXreUVc/QRV876gu+4QB7f9QY8BY5s1DsD+T++jnyGDXDoReNfiFi/NA+g76VFSD35FhP4IBlXh0JB3iK9jj6uWcI6bDKuN9zqexhMfd89WHV8IcemRpEoI0SF4lhhvGHcMiqtx3MXVgxPaLoQYMji5fxNefu3/4dpcWccO0uvge6DA/ugnGBB/Ofk/uuGpFJFxaCeRfYZZOkSLS/r83wwsXIFO1XB0xEf06tmvVhutjQ1xM75hx/s3klC8hp7rH2K3oqH3yBvbPL6KshJSNizBsO8Hooo20+evRAoFMhVfdjkMYuTNzzd7fK2NDZ28LVte28sviK2e4+hf8Cvl6+ZCM5Oqbcs+ot/Z39CrCqfHfUy0b5dWiU9rY4Pmmg9IX3Yfp3rczoA2WALaY+CVFKx2pRPFnLLvik+rzyCEuNTI8j8hhMVVVVYQpDsBgG9kQq3zuW7G+x0qjm1t17iaQjUYOPPN/Tgpley3i6Xf5JkAZNkb99oqTE+2YHQdw47lCxiY/pHx5+hZ9Bo+ud62NrZ29J7xv7+KK+iIWvcAe9Z836bxbVn8NPo3wojfMoOE4jU4KZVkKT5s8b+N1Gt/wftfe9H3uA5bO/s2jaM9+I59AoDepZvJOLK3yf2PH0ometcLAGwNua9Ze0Y1JKzXYEKe3cuAG59q1XHPsbG1I9VzOAClHj3aZA4hxKVFkiohhMVlHNqJnaKnCGf8giJqnTf4xwPglLe7vUMz27Yf3ie2chflqh3uN843LYMqcTdWFdPn7LdkeBZ3cPtqYpL+CUCiz01mfVi2sbUjdsb37HQeip2io/va+9usKuDRfUkMOvYRzkoFOXiT6Hcrhyf+hP8zhxh030dExA1FacaSv46qa1QCux0HoFFUsn6b06S+FWUlGL69Ayelkn32cfS//ZU2irJtdb/1bbaEPEDk5GcsHYoQ4iIgy/+EEBaXf3QnYUCGXRjRdXxw9YwcBCkQXHEQ1WDocB9uc7PS6bH3DQB2RzzEwPC/K4lp/aLhNLgUtnxvImuhGgzk52aRk7aHkswDqLmHiTz9G/ZKNcmOA+l378dmj2VrZ0/MjO/Z9f5k4ks30nvzoyTmZzLwlqdbNeaCFa8CsNPlcuJn/ohfB/sdawvayx6BVUn0yltOQW622csSkxc/yUBDOnl44HfXF2htrPOjhHtnXwbd+bqlwxBCXCSs87+EQoiLij5rDwDF9SzD6dqzP1XLbPBQSshMTyGwW3Sd7SxBNaic+uYRAijjsE0k/W7+d43z7iFxsAcCKo9aJsB2kJdzgiN/fIYm7xBupen4Vx+nM6V0vqBdmjaUiAe/bfKHcDt7B2If+4Gk+fcw4MwyBh56g8R5J+h/70etUhjh+KFk4ovXgQIeV/y7wyXtbSV60ASO/BlGuD6N5F/mMuiuNxrtczBpJf1zvjHeY3b5G/T2C26HSIUQouO7NP6f4xJWkJvN9p/moauusnQoQtTL9ayxXLrGv+6yxnb2DqTbGu9Nyk7Z3G5xmaP6ZBLx5VuoUrXYTZ5XK2EI6t4Hg6rgSRF5ORkWirJtZS+cysAj79L/7HJ6VB/AnVIMqkKm4stux/4k+t7C1tgX8H10Dc6uHs2aw8bWjv4PLWRL6MMADDz1NbvevY6K8tIWx396+atoFJVdToPpFjOgxeNZC0Wj4Wz8/QBEHv+60deyvLQYlxUz0CgqWz3G03tkxy0aI4QQ7U2uVF3EVIOBrP/eSN+qPSSW5jPwltmWDqlehQV52Ns74ODkYulQRDtTDQaCqoz7OHUOq12k4pwCj1jIO4zuxHbgnnaKrmH5udmMyvsCFNjRdTqDovrWauPo7EqGxt+4J9PhnR2+JHxTpe1NJLZyFzpVw7bgu7Hzi6JT11gCukUT6ORCYCvOpWg0DLrjFbb/FESvHU+TULKWA++OI/C+Jbh39m3WmJlHU4g/uwoUcB79r1aM1jr0HnsHOdvfwI88ti7/D/0nP15v292Ln2Cgms1pPOl+xwftGKUQQnR8cqXqIrZ/089EVxmXVXmk/WzhaOqXcyIVzdwY0uZeaelQhAWcOpmGG6VUqVqCuvept52mizHhcs/f016hNSrjq0fxVIo5qulKwq0v1tsu1ykMgNKM5HaKrP3k//EuALvdhjFo2tskTJhOt5gBbfoFSd+J93N4zCKKVUd6Vu3l7EejyD7evHvWTv7yKjaKgT0OfS/Jkve2dvakR0wFwHf/pxj0+jrbHdjyG/1P/Q+AnGFv4d7Jq91iFEIIayBJ1UVKNRiwWfea6XEPXQqnM4+1yVwVZSXkZBxpdv/09V/iqpQTXbWnWaV9hXXLObQNgJPaIOzsHept5xM1BICQqiMdYjnr/s3L6VvyJ3pVofLKuQ3GXulpvFdMm5vSXuG1i7ys4/Q+uwoA1xGPtevcMZdNJO/GHzlFZ7oaMrBdOJYjuzc1aYxTJ9OIP/MrAHYj/tkWYVqF6KseoVh1pKvhJHvXfVfrfFlJIe4rHzUu++s0gV4jrrdAlEII0bFJUnWR2rNuCT10KVSotqRrjMuNjm34pk3mOvDxFLw+7ceh7X82q7/78ZWmnzM3/6+1whJWovyvqzdnXLs32C4oPJZi1RFHpYrjB3e2Q2T1M+j12K82FqT4034k4XFDG2zv0CUWAI/i1DaPrT2l/voudoqeFNueRPYZ3u7zh0YPgOmrOKoJwYuz+C+9jn2bzL8qn/7jq9gpevbb9aJHMzfAvRi4unuy3/86AGwSP6p1fu/imQSqp8jBix6y7E8IIeokSVUHVViQx/5Nv5L07esc3ZfUpL6qwYDTJmMVp2S/68npZvxW0eXo8laPs7T4LDHFm7BRDJzdsqjJ/c+cOkn3qgOmx51OrGygtbgYOZwx7t+k94lpsJ1Gq+W4gzHxOnN4S5vH1ZAdP88nXJ9GserI2W6TGm3vFWZc1hikO45ep2vr8NpFeWkxPTKNm/GWJ9xnsTh8u4ThNeNP9tnH4axUELpyOqnJGxrtl5dzgt6nfwRAHfpkW4fZ4YVMmEm1qiW6ak+N12//pl8ZkGt8n3NHvIWbx4U1HYUQQoAkVR1CXk4Ge9Z8T+Kip9k552oyX4jE/b0woldNYUDKa3h+f12Tltcl//EVEbpUylR7Iic/Q/AQY4WmHpV7yT+d2aqxp25dgZ1i/JAYeWZNk5dlHd20xLj5pGK8yby77iC5WemtGqNomozU3WxZ8GS7XQ3yKTNevXHpGtdo2+LOf1UHzNzRhhE1rKykkK7Jxs1S93abjp2jW6N9AkKiKFftcFCqyTy6r61DbBd7ln9CJ4rJUnzpPfo2i8bi5tGZiMd/MyVWnZdNISO14Y2ijyx7HQelmkM2PYgecnU7Rdpx+QWFs9t9JACFq433yZUWn6XTH8bCFUmeE4kddp3F4hNCiI5OkioLOrh1FTnPh+M1P4Ze66YxMP0j+pSsJ1A9BUAO3pyiMx6UUPD57WYlLAa9HvfEtwDYHXgznj6BBIT2IFUbjlZRObL+21Z9DpUpf19Z6kQRKVt+bVJ/2yO/AXA8eBKHbIz3nRzdWHtNv2g/pf+7n0EZ/6XL1yPZ9u6NZB5tu/uAis6eMf2+d+nRv9H2Dl2N1fU6F1ouMdn9v5fxIZ8sxYdek8y7wqG1seGkbVcA8tJ2NWm+wzvXcuzAtibH2ZYMej3+KZ8BcCJiaofY/NXewYmQh5aRqg3HkyJsvpxc7xc0Z/Ny6JVtvPpSMfjxS2ZfqsZ0Gj0TgLiiNeScSGXf4scJUE+Rgzc973jPwtEJIUTHJv9PYkFnt32LH7kYVIUTmkC2u44iMexR9o36nLMPH8Lv+SPopv5MiepIVPUBti16qtExd/3+Od0M6caqWJP/LqGeFzwOAIcjTUt6GhNwxrgMK0vxAaB81/dm9y0tPktU6XYA/PpfR0Gw8Z4Gx6O/tWqMwnwZqbvpUW1cjqlVVPoV/o7P4iEkfTCVUyfTWn2+kweNyUIOXnh4+TXaPiD6MgC66o5TXlrc6vE05nTmMXofXwxAdr9/Ye/obHbfApcIACqzzE8IM1J3E/rjdXT9dgxJH02jtPhsk+JtK3vXfUewIZNi1ZGYqx6ydDgmLm6d8Lz3RzKUAPzJpeTTiRTm59Zqd3DZmzgplRzRhtFr+I0WiLRjCus1mH32cdgoBs78310MyFsKQO7It3F197RwdEII0bFJUmVBNpVnAdga9gjBzx6g7xNLGXj7i8QMvcb0ATOwWzSH+r8MwICTi9i7/sd6x9PrdHTe/jYA+4Jvq7FvS5fBNwEQVb6rzg8ZzZF5NIUgNYtqVcupQc8BEFmwluqqSrP6H978I/ZKNZmKLyFR/QgcfONfMSZTWJDXKjGKpjm5diEAux37c3jiT+xx6IutomfAmR/x+O8AEufdx5lTJ1ttvuJ041WbHKcIs9r7BISSSydsFAPH97X/fVXHv5uFk1LJQdue9Lnirib1Nfj0BMAh/6DZfTKTlmKr6NEoKgNyv6f47b7sWWP+FxdtRZs0D4D9/tfh4tbJwtHU1Nm3C9o7lpFLJ0INx8maN7FGAl509gw9T34NQHH/R+Uq1QUMAx8BILrKWIk1qfO1xF5+jSVDEkIIqyD/b2JBNtXG/6PXODf8DWDChOls9bwajaLi/+cM8nIy6my367cFhBgyKMKZ6MmzapwLiujNMU1XbBU9h1tpCeDJ7cYqW6n2PYkdcSNncMeDElI2/2JWf90BY7sMnxEoGg1B4bGka4KxVfSkbrD8B8dLjUGvJzTT+J7qYm8mss8wev1rNQfGfcMB2xjslWoGnvoGx4/7sOW/j7bKVRPllPGDW7lnlHntNRpOOhnbnk1rWgGXljqyeyMJBSuMcYx7pckfxl2CjPeDeZeZf3+kS8ZaALa7jSFL8cGPXHqtm8b2d66nIDe7SfO3lrQ9m4mpTEanaggZX/9GsZYUENKdkhu+pQhnoqoPcPjDyaYve/Yvews3ykjXBFn8XrCOKHbYdaRrggHjCoToO+ZaNiAhhLASklRZkL2uCAAb58a/6Y2dNo90TTBenCVr0R21NmjUVVfhu3MuAPtDptZZoSkn0Li8zvaweUlPY+zS1wBQFHA5NrZ2HOk8AoCK5MYTIl11FZGFxj1l3OKuNR3PDhgNgOZQ6y5TFI07sPkX/MgzJuUjbjYd7znoSqJmbWDviIUctonESalkUOYiDiy4v8Vzdioybthq36W32X0qfIxtbbKbdm9SS6gGA5W/zkKjqGx3G033viObPIZ/pHHz4gDDKcpKChttX1JUQGSFMen0nfgcHk9sJ9H3ZgyqQt+iVagf9Wf7L/9BNRiaHMv5is6eIfmNcSQuerrejV/Pl7/aeG/Nbrfh+AWbd4XREkKjB5B15SIqVFt6lyeR/NHtlBQV0CP9/wDIi38EjVZr4Sg7HkWjoWTkKxy07UnRhPkd7kqkEEJ0VJJUWZCj3nilys6MpMrR2RXlhkWUq3b0qthB0v89W+P8zl8+IUjNogBXYq+rexNLv4E3ABBVup2SooIWxV5VWUFkqbE6XOe4KwFw6WNcvtf97DqqKisa7H9w6++4U0oBbkT2HWU67tXXWF2qR0kSFWUlLYpRNE3Fti8ASOk8BocL7hVSNBpih11HxNNJbO39EmB8n1uyCa+uuopg3XEAfCP7md3PJdRY0MKvZH+z526q5D++IrpqDxWqLV2uf71ZY3T27UIeHmgUlZOHG08IUxN/xU7Rc1LxIyg8FicXdwY+8AmpVy/lmKYrnhTRd/s/2P3WlS3afPvgH4uJK09kYPpHJL87qcG/u5qb/T7a7DnbS48BYzl4+YfoVA39Cn8nd+4wOlFMhhJA/JXTLB1ehxVz2UR6zN5Cj/P+2yyEEKJhklRZkLPB+OHFwc28fT+6RiWwt5ex+ES/ox9zcKvxw011VSVd9hg3ZDwUdne93yyGRPUjQwnAXqnmYAuX16Xu+BNnpYJ83AiLHQxAjwHjyMMDd0pJ2dzwBpwlycZ7w1I9LsPG1s50PLzXEHLwNt63sukns+NJ/PoVqp/zZNfK/2vGsxHFhflEF64DwGPQHfW2UzQaEq5+kLO44EYZR3aubfacJ4/swV6pplR1wL9rD7P7BccMAaCLmkPhmVPNnt9cVZUVeG15BYBdXW5t0dWZbPtQAM4eS2583oO/A5DZeUiN4937jiTwn1vZEnwfVaqWuPJE7BcMJy/nRLNisjn296bdfUrWcfydkfUuMbb0Zr/NETfqZnbFG78ICDUYk/jsXg90iIqFQgghLh6SVFmQq2pMqpzcvMzu02/SDLa7jsJGMeCx/AEKz5xi548fEqCeIg8Pel/3j3r7KhoNJ/3/Wl6XYn7CUpeifcZ7S4669TctodHa2JDmZVwWVbV7Sb19VYOBkNy1ANhF19wfRtFoSPceDkD1fvNizMs5Qa+D72Gr6PHf/LzFrnAV5uey7fNZVBa2/Qf91nZw9Rc4KlWc0AQ2+mFZa2NDmqvxylLB3uZXasxLNVZ+PGHXrUnLsNw7+5KhBABwfO/GZs9vrp1L5hCkZnEGd2Jver5FY5V6GDcvNuQ0XAFQNRjomr8ZAIeeV9Q6b2fvwKC73yT75lWcVPzpRDFp675ucjy66irCS417fiWGP8ZZXOiuO0T1/BG1yriXlxYTlWnc7qCib8uXfranftc+TGL4YwBkKb7ET7DcZsVCCCEuTpJUWUhFeSkOSjUAzh7mJ1WKRkP36Z9yUvHDj1yOLriTrvs/BuBI5D04Ors22N+rn3EJYI/ipBaVpPY+Zfwwq4bVXB7imtD4EsC0vVvwI5dy1Y7ug2tvuukaNwmA8LMbzVpelvbdv3FSjDeh+5HLru9eM/+JtBKDXs/x/9zC4Iz/Epz+TbvP31LOB40fljO7TjKrAIO+mzF57pzT/KRGl7UHgCJ3869SnXPK1VhJr/TY1mbPb47CM6eIOmz8+0qLeazF95do/GIAcC083GC744d24kceFaotkQOurLdd16gEToYa/6Ydjq1qcjxHdq7FjTLO4kK/m5+h+LYVpnLk3t9eXaPS4J5f5+NBCVmKL71G3drkuSxt4G0vsH/s1yh3/oytnb2lwxFCCHGRkaTKQkr+KhluUBVcm/hBzdXdk/JrPqVK1RJfthk/8jiNJ3GTGq/EFd77MrL/Wl6XsnFZc0InLyeDcL1xz6LQATWTou79xpBLJ9woI2VT3ePnbv8BgIPO/epMArv3H0MBrnSimINbf28wluMHd5KQZ1xqmNT5WgBijy4g/3RmU55Si2399jV6VRi/2Y/WH2jRvUYtoauuYusPHzRps9jMoyn0rNqLQVXoNupus/qE9De+7+HVqc2uQudcYNwPS/Hv1eS+Or94AJxOt22xipRv/407pRzThJBw7YwWj9cpNA6AgKpjDRaYyNluvEp72DGu0S9K/PtdC0CP8mSzCmCc7+xe4xXnNNd+aG1sCAqPxe3htey3i8VFKSd67XSSvn3DuNnvQWO5/RORd1jt0rnowePx79rd0mEIIYS4CElSZSGlRWcAKFacmlWBKiJuKDu7zzQ9PtbzgVrFBeqiaDQc9zUuATTsX9bkeQHStxqrBx7RhuHlF1TjnNbGhjRv4/hVu5fW2d8n6w8AdJHj6zxvY2tHqsdQAEqTG44x/6fZ2CgGdjkNpt+Dn3FEG4aLUk7q//5t9vNpqbS9ifQ59C7wV5KslHN076ZmjZVzIpV9m35uVkU31WBgx/x76L/733T+3zWczjxmVr8TaxYAsM+xD75dwszq4xMYyjFNCBpFJW1r06tJqgYDgZXGxNwjtE+T+3eOuhyA3uVJJH7+TIsr4NXl+MGdJJwyLmMtGf58qyQSQZHx6FWFThRx5nT9+325ZqwFoKzriEbHDO4eT5big71SzeEtTaua6ZmzAfj7yiMYl1dGPPEH2zyuRKuoDEh5lf1vjibYkEkRTsRMeLBJcwghhBCXAkmqLKT8r6SqRHFp9hgDbn6aRN+b2e46ivhrzP8W3SNhMgDdCzdRWVHW9ImPrAYg13dInac9+hqXAPY4u77W+FnHDhKmP4ZeVYi47Pp6p7CLmQhA19y19X5gPrDlN+LLNqNTNXhe8xoarZaKkS8AkJC7jBOHk5v0tJqjvLQYmx+mY6foSHYaRLKz8TUp3L+6eeMtup6YVbeRuHhW440vkPTNqww4swwAN0rJ+eKeRpMNg15P15PGoiFV0Tc1ab5TPsbnqh7+o8mx5uWcwJMi9KpCcI+EJvePiL+cRD/jErSBR99n68fT0et0TR6nPtVVlVR9fy+2ip7djgOIvXxSq4zr4ORClsYfgOxD2+tsU1JUQESl8Z6rLv0a33RV0WjI6Gz8EqIyxfx73ApyswmvTgUgdMDEGufs7B3oO+MrtoQ+DEBspbHS5wG/SVJiWwghhKiDJFUWUlliTKrKNc1PqhSNhoEPfELfJ5ZiZ+9gdr/IhJGcxhNXpZyDZm7Ue45Br6dbkXHTVbfo2jfQA0T2HWUaP2XDshrnTmwx3rtz0D4WDy+/eufpMWQiZao9fuRxZHft+3ZUgwGb1cay8ju8JtK1exwAMUOuJtlpEDaKgTPLmp6YNNWezx6iqyGDXDrR9a6FVAZdBoBbzpYmj5VxZC+hhnQABh2fT+L/PWd23+TV39D/0BwAkryuo1K1pVfFNrYuebfBfilJvxOgnqZYdSR65JQmxevccxwAIYVJTb5SlHXQeC9UhrYLDk7N+xsYeP/HJEY8gUFVGJC3hD3vXtNqRUq2f/4vInSpFOKM/22ftMqY5+Q6hwNQmrGnzvN/l1L3p0t4jFljOsZMACA0f6PZ70Xa1l/QKCrHNCF4B4TUOq9oNAy64xV2DphLhWpLqerQYTf7FUIIISytWUnVxx9/TGhoKA4ODiQkJLBhw4YG269bt46EhAQcHBzo1q0b8+fPr3F+//79TJ48mZCQEBRFYe7cubXGWL9+PVdffTUBAQEoisKyZcuaE3qHUV1i3Ceqwqbh+yXagkar5ZjXcAAq9/zQpL5H923BkyJKVQci6tnDRKPVctRnDAC6vTWrALqmG++RKg4Z2+A8Do7OHHQdAEDe9tqVBHf+9hmRusOUqfaE3fByjXOdJr6KTtUQX7aZ/ZuXm/fEmmHn718w4IzxKk/OyPfo5O2Pb2/j84qoPNDkD/iZW41jFWFcxjnwyFySvmm86Eba3kQi189Ao6hs9bya/g8uYFfkIwDE7nuDzKMp9fYt2/o5ACmeoxq9d+dCEf1GU6ba401Bk+7hAig/kQxAnnNkk/pdaOCtz7JrwNtUqTbEl27k2LtjOJuX06IxD25dRf8M4/1DR/q/hE9gaIvGu1ClZxQA2ty635fqg8b7nDK96r4SXJfIAVdQptrjQz5pe81L6NVU49XUc1cc69PnyrsoeWAnhXeu69Cb/QohhBCW1OSk6ttvv+Wxxx5j9uzZ7Nq1i6FDh3LllVdy4kTde6QcO3aM8ePHM3ToUHbt2sXTTz/NjBkzWLLk7w/KZWVldOvWjddffx0/v7qvXpSWltK7d28+/PDDpobcIelKjUlVla2bReZ3jjdusht5dj3VVZVm98tNNiYph537NHh1zKOfcQlgVOFGU3JRkJtNj7+WNQUPuqHRuQzdrwLAP7vmUrrKijL8t78JwO6ud9a6r6trjz7s8DIuZ7L781kMen2jczXVqZNpdNvyLwAS/W4l9nLjMq0uYTGcUjthr1STur1pSwCdThj3CzoQfi9bAu8CYMDB19m6ZG69fXKz0nFZMgUnpZJ99nHE378ARaOh302zOWAbg5NSSeE399T5GpQWFxJdYJzTdeDUJsUKxsQ31ak3AKd3Ne1eHts848a9Ou/oJs97oYTx00gd9wVFOBNVfYCij0eSlX6oWWOVFBXg+ttDaBWV7W5jSBjf+hvE2gfGAtCpJLXWucZKqdfHwdGZQ87GZZS5OxvfikA1GAg5mwj8fcWxIV5+wQSENr1KoxBCCHGpaHJS9c477zBt2jSmT59OVFQUc+fOJSgoiHnz5tXZfv78+QQHBzN37lyioqKYPn06d999N3PmzDG16devH2+99RY333wz9vZ1l7q98sorefnll7nuuuuaGnKHpJafBUBn526R+Xv0H0cBbnhQQuq2lWb3c89cD0BV1+ENtovsM4IcvHBWKkxVBo9sWoJWUUnThpr1AS1y6PVUqVpCDBmcPLLXdHzX0rf/3pfrxtl19g2/8RVKVEcidKnsXP6peU/OTHqdjrzP78KDEo5ow+hz1zumc4pGQ4qtMVEoOWj+vUalxWfpUb4bAP++Exk47R0SfW8BoO+e59n+0/xafcpKCjm7YDK+nOG4pgtB931vKhWttbHB/ZZPKVPt6Vm1l63fvFyr/6G1X+OkVHJS8aNHvzFmx3q+8uDhALicXGd+n9JiwkqM9xO5hPZt1rwXih48nvybfuIUnQk2ZGK3aCxHdje9WMiBhQ8RqJ4iB28i727dZX/n+IQZKxcG6U7UqhKZfnAHvpyhQrWlewOl1OtSHWa8SuqZuabRtscObMObAspUeyL6jW7SPEIIIYSorUlJVVVVFTt27GDs2JpLt8aOHcvmzZvr7LNly5Za7ceNG8f27duprq5uYrgXD6XiLAB6e8skVTa2dqR2MlZQK9+zzKw+xYX5RFQay2B36XdVg201Wi3pvsYP6vq9xiqANoeNV7lOB5j3Ic7NozMHHeMAyE4yXtksLsijx2FjgnE05lGcXOp+/Tr7dmFfqLE8eJcdb1FRXmrWnObY+uVzRFftpky1x/7mhbWu2OW6GpOqzqcTzR4zNXE5doqOLMWX4Mg4FI2GAfd9TFLna9EoKnE7ZrFzxSJTe4Nez6F5U4jQH6EAV2xu+x/unt41xgzsFsXemKcAiD/8AccP7qxx3vmgcQ+ijOBrzdqbqi4BCcZ7eSIr9pldznvvb/817XcUNWhCs+atS0hUX5R7VnNME4IXZ/Ffeh1719VdgbIuu1b+H/0LfsWgKpwZ+z5uHp1bLbbzBYRGGX93lGoyjx6oce7UX6XUDznGNfles9BBxmIaEdWHycvJaLDtuSuLqU69zaoaKoQQQoiGNalGcF5eHnq9Hl9f3xrHfX19ycmp+z6GnJycOtvrdDry8vLw9/dvYsjmq6yspLLy76VtRUVFAFRXV7dLQndujrrm0lQaP4Cq9u4WSy5tY66BDb8Qnr+O7KBJjcZxeMsvJPx1A71vUGSj7d36TIbfvqZn0UZyczLoUboNFPDsc43Zz7k0ZBwc3EHnk6vI7dSfg0teZDAlHNd0IXb8fQ2O0/PaJzk19xv8yGXz/16j3xTzCz/U58iu9fQ9Og8U2BM7i4SQnjViqK6uBq8oKICw6lTyT2fj2qnxzZ0rDxgTzhOeQ/DW6+Gv5Xpx93zC1nkV9C9cQeyWmezU2hE7/Aa2LXiUwaUbqVJtyBz3H7rX837ET3yE3Wm/0btiO1Xf3UvZzLWgaKgsziOmKhmALpff0ezfQb+uUWQpPgRwmn1bfiV2eMPLOlWDAe8DxvuV0rvdgreqYqhn7ob+furTyacLtg/+zr7/3EhM1W56/nk3W/b9Ro9bXsXF1aPefmdyMgjZfG455xT69Rtj1rzNiREgw7Yr3XWHOZ26nYBufy+BdD25FoCy4BFNHtPDO5Aj2jDC9WmkbVqK+8QH643RJcN4ZbGsy+Ud5sut5r6W7ckaYgTriNMaYgTriNMaYgTriNMaYgTriNMaYoTWja9ZG68oilLjsaqqtY411r6u463ttdde44UXXqh1fOXKlTg5ObXp3OdbtWpVrWO+xbkAZBeUsXx52xVTaIhepyVMdcJLOUtVbiqrVjV8tcL5r32tUmxj2GFGzKpBxUP1IkDJY+un9zNcqSJL9SIl/QwHT5j3nKsMfhhUhe66QyTnHiEh5ztQINHrRhxWNb68rqrT9dxQ8AmxRz/lxyU9sHVsfmEQXVU5/fc9i62iZ5O2P7na0DrfOzsXT9LxJ0TJ5o/v5mHfpeGS4apBZWD+JlDguLYbpy4Y0xByMxv2nWWoPpHojTNYu20pY6qMv1M/dp6OXW41aQ28H1VBtxFy+AAR+lR+/mgGhu7X4JBlXBq3S+nJiX2psK/2/T3mcraNIaDqT/K2/cDysoavelTkHOAmwwlKVXuy7Lub9btf199PYwzdZ3D64OeMrF7HoNz/kf3ealb6TMWhS3yttqpBJWDvO/SnmFSCOeUzssl/k02N0VXxpzuHObV/Pcv1xiuMuspyJlbuBwUydN6cbsZ/F7R2vQgvT0N34BeW24TUGaOuupKrKveBAieaOU9bas773d6sIUawjjitIUawjjitIUawjjitIUawjjg7eoxlZc3YWqgeTUqqvLy80Gq1ta5KnT59utbVqHP8/PzqbG9jY0Pnzm2zvOacWbNmMXPm3xvkFhUVERQUxNixY3Fza/sCEdXV1axatYoxY8Zga2tb41zqvjfBAMHhPYm7ou5NcNtD8vFv6Fe0Er/Ta+g75UHs6rmnTTUYyEv+BwCeCdcyfKR5MW/LWUnAqS8ZrjOWRT/uPZwJVzVtydfhNz6mh+4gozPmYq9Us982lknT/mXWkjWDfhxpb60iTH+UwLw19L2v9r1J5igrKeTYJ1MIUk6Rgxc97ltM/07etdqde8+zPQcQkr+MYEMGCeOfaXDs9ANb8dudT7lqx/hbH65z2Vf12DHs+uhG4ss2mRKqzYHTuPbO2vdK1WXnr+UMSJ7FFaXLSPW/DZddxvejKnYK48e37Pdvt10BJP1Jj+p9+Dcy1r53jPde7vUazzWTGr6q1dDfj1kmXkPyxmV4r59NIKe4KfdddpZehu+N7+AT2M3UbPuSd+hv2E2laosy+T9cFWX+fV7NjXF7yR5IXUcgucT89Zrt/uNLbBU9GUoAk265y/zneZ4jAa7w6w/01u1FGTUSO3uHWjHuXfsd9oqOLMWHSTff1eyln62txe93O7CGGME64rSGGME64rSGGME64rSGGME64rSGGAHOnDnTamM1Kamys7MjISGBVatWMWnS35thrlq1imuuqXuTykGDBvHzzz/XOLZy5Ur69u3b5i+yvb19nYUvbG1t2/UNrms+R72xIp6Dm5dFf9kc+98Of6xkmG4zW/97N/EPfWEqdnC+jCN7CVJPUaVq6TH4KrNj9h54M/z4pemxa/y1TX6+Z7uOg7SDdFaMyzdtr3yl3uSvFltbyke8AH/cTt/cH8hJn0FQRO8mzZ+XdZyCBdcRpz9CpWpL/pUf0dMnoOFpw4ZB/jL8C7Y1+nzzkpcTARx2iqe3e90bq9ra2tJzxvfsmTuRXhXb2O46ikHT5pj9gbj/xPvZmfobfUrX47P8Lrw4S5lqT8yY21v8+xc56Gp0iY8TTBZZJ9PqLUKSeXQ/vcsSQQH/sY+ZPW9L/l7jRtxAef8r2PLlbPpm/h99yjZSsnAYO3rMoN8NT5F1bD+9U94GBXZFzmBgr0HNmqepMbqGxEEq+FSkmfoZDhuT5UyvIQQ18/l27zOMvF898FLOsm/Xn8QM/fu/y+dirD5srEqZ4TmIAHP/jtpRe//3uTmsIUawjjitIUawjjitIUawjjitIUawjjg7eoytGVuTv6KcOXMmn376KZ999hkpKSk8/vjjnDhxgvvvvx8wXh2aOvXv8sz3338/x48fZ+bMmaSkpPDZZ5+xYMECnnzySVObqqoqkpOTSU5OpqqqiszMTJKTkzly5IipTUlJiakNGEu1Jycn11vKvaNzMhQDYO/atlfrGhNz2UQSY55Hp2roX/g7B96ZUGfBgcxtxsQ41T4G5wbuTblQeO/LyFKMVzELcaZH/8bLN1+oy6AbTT9vdxlBZJ9hTeofc9lEdjsOwFbRo//6Ng7vXGt236P7ktD9Z+RfBSHcODbha3oObLzUdUjfcRhUha6GDPKyjjfY1v2v+2gqQure9+scewcnop9cwZFJv9Lnse+adIVB0WgIuWM+Z3DHi7MA7PMY0aT3sj5uHp05bNcTgIxtP9fbLuP399EoKnsc+po2a24Pjs6uDLr3fU7e9DsHbXviopQz8NAbHH19IJXf3GUqR9//5rorSbaFwEjj1bBA9RSlxWeNJc4LjMV+nJpQSv1CGq2Wox6DASjZV/eyvoA84zy2kc2r+CiEEEKI2pqcVN10003MnTuXF198kbi4ONavX8/y5cvp2rUrANnZ2TUSndBQ430na9euJS4ujpdeeon333+fyZMnm9pkZWURHx9PfHw82dnZzJkzh/j4eKZPn25qs337dlMbMCZ38fHxPPvss81+8pbkqhqvVDm5WTapAki45mGW+D5OuWpH74ptnJw7mvzTmTXaOJ5YC0BRl6YlNIpGw/EAY2noQx7DsLG1a3J8XcJj2GsfT77qis+1LzW5P0CnSW9SgCshhhOE/3gtSR/eTXFhfoN99qz5Hp/vrsGPPE5oAimbuoIe/c37IOru6cNRG+MSs/Ttv9XbrjA/l8gqYwW4oAHXNjqu1saG8N6XodFqzYrjfJ4+gZwY/KrpsWPfW5s8Rn0KA4cCYJdedznvkqIConOMmxurA+5vtXmbIrRnPyL/tZGk6GcowokIXSrh+jSKcMb79s+a9Zo2Vydvf/LwACDj0A7SU7bhg3EJaOSA5idVALZRxv6Bp9fXOpd17CBBahY6VUP4AMstOxZCCCEuNs1aTP/ggw+Snp5OZWUlO3bs4PLLLzedW7RoEWvXrq3RftiwYezcuZPKykqOHTtmuqp1TkhICKqq1vp3/jjDhw+vs82iRYua8xQsqrqqEifFWJXQxaPxynDtwSGwN0fHf0kBrkTqDlM6bzSZR1MA42a7EWXJAPjENW3vHID4215la8xzdJ/6frPji3jsN9bEvot/1+ZtQBocGYf6YBLb3MeiUVQG5C2h/N0Edq5YhGow1Gqf9L+36Ln2HlyUcvbb9cL94XUEnlelzRx53gMBMBytfw+nI1t+xEYxkK4JIiCke9OeVDPEj72NzRFP8IvjJLo346phfbx6Gz+gR5TurHMz6f2/fYKrUk6GEkDs5Zbba06j1TLghiepujeRHa4jKFYdOTLoDXy7hLV7LFkOxjmL0neTs+MXAA47Nb2U+oUiBk2kStUSpGaRkbq7xrlzVxIP2/Vss5LxQgghxKWoY9yhfIkpPptn+tm1gyRVYNywt3jKL2QpPgSpWdh/fgVHdm8idfsfOCmV5OFBt5iBTR7XwdGZ/tfPrLWPUlNobWyadZXrfJ4+gfR7/Dv2jfqck4o/PuTTJ/FRdr91JdnHDwHG/Z8S593PgAMvY6MY2OZ+BRFPrGpW7E49jMv5gs9uqzNxAzAc/h2AHJ/L6zzfFvrdOAt9j0mtWqAgrNcQCnDDRSkndWfNq1UGvZ6Ag4sByOo+tV2vCNXHK6ArCU8sw+W5LPqMu90iMZS5RwKgntqP20nja1bRdWSLx3Vx68Qhh14AZG5dVuPcuSuJ564sCiGEEKJ1SFJlAaWFxqSqWHVEa9OsqvZtJjgyDrt7/iBNG2raQJUNbwNwzH1Ah6kU1hIxQ6/B66kdbAmaTpWqJa48EffPhpL4xbPsfmciA099DcCWrvfT99Gva23ua67wvqOpUrX4kVtrk1cwJhvhhcYNgl1jW28TXEvQaLWkufUHoHBvzeWOe9cvJUjNolh1JHq8ZZb+1ceSv89a/xgAOufvIvLcptr9r22VsUu7GjfYdjnxp+lYdVUlEaXGDaDPXVkUQgghROuw/k/IVqis0Fi+sURp2TKftuIV0BXvR1azzz4OZ6WCmMpkAJTwhgspWBMHR2cGTXub7Fv+4IBdLE5KJQPT3iP+rw11t/d9i0F3vdGiD91OLu4csTcWcMjctaLW+dRd6+hEEcWqI5H9Rjd7no5C7Wa8yuKVs7HGcSXpEwD2+07Exa3u6oaXok6hcQCE69NMpdQDu0W1ytjnkrPuFXsp+eu/N2nJ63BRyinAjbBeQ1plHiGEEEIYSVJlAZXFxgIJZdqOmVSBsaJbxOO/scN1BAB6VaHbgKssHFXr69qjD1H/Ws/W3i9xFhfycSNt/Ff0vereVhm/0M9Yic32eO2iAfm7fwUg1bVfnWXsrU3owKsBCNOlmQqdHD+UTK+KbRhUhaArHrVkeB1Ol8h49OrfG6Bnel/WemOHx3BCE4itoudIovF+reJ9xqWmaW79O8QSTCGEEOJiIkmVBVSVGpOqCq2rhSNpmL2DE/GPLSGx+1PsSngdT59AS4fUJhSNhv6TZuD4r1Qc/3GAqAGtV8ChU7TxClRoyU4Men2Nc15ZawHQhY1ttfksycsvmDRtKBpF5WiS8YN8zqr3ANjjPLDJhT4udg6OzpzU/v035Rzd9CIwDcnyNt6np6auBMD79Cbj424tv29LCCGEEDVJUmUB+tICAKps3SwcSeM0Wi0Db5lN34kd616YtmDv4ISjc+smumHxwyhVHehEMcf2J5mO5+WcIEJv3Iet26C6N862Rqd9jAUQ1CN/UFiQR2yu8WqczaAHLBlWh3XGyVgBsEy1J6IVqzECuPYyXjkML9xCVVkhYbo04O8rikIIIYRoPZJUWYCh3JhUVVtBUiVaxtbOniNOxkpsuXtWmo4f3bIMgFSbCLz8gi0RWptwjTFedQst3ErKrx/ipFSSrgkmeoh8kK9LpbexWMVhp3gcHJ1bdezIfqMpwglPinA/9jMaRTUWoLmIft+EEEKIjqJZSdXHH39MaGgoDg4OJCQksGHDhgbbr1u3joSEBBwcHOjWrRvz58+vcX7//v1MnjyZkJAQFEVh7ty5rTJvR6VUFAFgsHe3cCSiPZR3Md4r43jy7wIONmmrAMjzb9pmyh1dZN8xlKn2eHGW6FTj3/mpqDsviqqRbSHm2ifZEnAH3jfMbfWxbe3sSXUxVmQcWfkH8PeVRCGEEEK0riZ/0vn222957LHHmD17Nrt27WLo0KFceeWVnDhxos72x44dY/z48QwdOpRdu3bx9NNPM2PGDJYsWWJqU1ZWRrdu3Xj99dfx8/NrlXk7Mk3lWQBURw+LxiHah3cv47KuiPI9VFVWGEtbF28DoHP8xXUFx87egcNO8QC4KuUU4kyv8a1T9ONi5OruyaB732+1qn8XMkQYf/dsFOM+aeeuJAohhBCidTU5qXrnnXeYNm0a06dPJyoqirlz5xIUFMS8efPqbD9//nyCg4OZO3cuUVFRTJ8+nbvvvps5c+aY2vTr14+33nqLm2++GXv7uqugNXXejsymynilSuMo5aUvBaE9+1GAG05KJWnJ6zi87Q9clXLycSO898V35aAyZITp5wP+k1r9PjVhvrBB12D4q8JgmWpPZN8xFo5ICCGEuDg1aefZqqoqduzYwb/+9a8ax8eOHcvmzZvr7LNlyxbGjq357ei4ceNYsGAB1dXV2Nratsm8AJWVlVRWVpoeFxUZk5nq6mqqq6sbnbelzs1x4Vx21cY4FAe3domjMfXF2ZFYQ4xQf5xHneNJKF1Hwd5VUF0GQJrbQOIMBvQGQ4eIsbX4xl8JKa+hUzUEjXm42fNYw3ve0WN07eTDYdvu9NAd5JBTPDEabYeNtaO/lmAdMYJ1xGkNMYJ1xGkNMYJ1xGkNMYJ1xGkNMULrxtekpCovLw+9Xo+vr2+N476+vuTk5NTZJycnp872Op2OvLw8/P3922RegNdee40XXnih1vGVK1fi5OTU6LytZdWqVTUeR1WdBeBYZh7Zy5e3WxyNuTDOjsgaYoTacepsupHAOlwy1+OilgBwzDaCLAu+/235Wm7t/BCq1h6HvYdh7+EWjWUN73lHjrHKbSShZ45w2HUIJzrQf2/q05Ffy3OsIUawjjitIUawjjitIUawjjitIUawjjg7eoxlZWWtNlaTkqpzFEWp8VhV1VrHGmtf1/HWnnfWrFnMnDnT9LioqIigoCDGjh2Lm1vbV96rrq5m1apVjBkzpsYVubxdTwAQkzCAyD4j6uvebuqLsyOxhhih/jizjobA1wvpaUjFRjGgUzWMuulh3Dp5d5gYW9f4Fo9gDe+5dcQ4hhWrBnJ1B44RrOW17PgxgnXEaQ0xgnXEaQ0xgnXEaQ0xgnXEaQ0xApw5c6bVxmpSUuXl5YVWq611dej06dO1riKd4+fnV2d7GxsbOnfu3GbzAtjb29d5j5atrW27vsEXzueiloBiXJrTkX7R2vt1aQ5riBFqxxkcEUsO3vgpuQActutJT58AS4UHWO9r2RFJjK3HGuK0hhjBOuK0hhjBOuK0hhjBOuK0hhjBOuLs6DG2ZmxNKlRhZ2dHQkJCrUt5q1atYvDgwXX2GTRoUK32K1eupG/fvmY/kebM21HpdTpclXIAnN29LByNaC+KRsMJj36mx4VBIy0YjRBCCCGEaE1Nrv43c+ZMPv30Uz777DNSUlJ4/PHHOXHiBPfffz9gXHI3depUU/v777+f48ePM3PmTFJSUvjss89YsGABTz75pKlNVVUVycnJJCcnU1VVRWZmJsnJyRw5csTsea1FSeHflxktsfRLWI6m2997UvklXGXBSIQQQgghRGtq8j1VN910E2fOnOHFF18kOzubmJgYli9fTteuXQHIzs6usXdUaGgoy5cv5/HHH+ejjz4iICCA999/n8mTJ5vaZGVlER8fb3o8Z84c5syZw7Bhw1i7dq1Z81qLksI83DGWN3ayq7t8vLg4hQ26hoKdL5On9SU8ql/jHYQQQgghhFVoVqGKBx98kAcffLDOc4sWLap1bNiwYezcubPe8UJCQkzFK5o7r7Uo++tKVYniTPvVHxQdQSdvfwofTSbQ1hZF0+SLxEIIIYQQooNqVlIlmq+i2JhUlWpkQ9RLkXsnuY9OCCGEEOJiI1+Xt7OqknwAyrWSVAkhhBBCCHExkKSqnelKCwCotG37fbKEEEIIIYQQbU+SqnZmKC8EQCdJlRBCCCGEEBcFSaraW/lZAPT27paNQwghhBBCCNEqJKlqZ5rKswCoDh4WjUMIIYQQQgjROpqVVH388ceEhobi4OBAQkICGzZsaLD9unXrSEhIwMHBgW7dujF//vxabZYsWULPnj2xt7enZ8+e/PDDDzXOFxcX89hjj9G1a1ccHR0ZPHgw27Zta074FmVbZVz+pzjKlSohhBBCCCEuBk1Oqr799lsee+wxZs+eza5duxg6dChXXnlljQ1/z3fs2DHGjx/P0KFD2bVrF08//TQzZsxgyZIlpjZbtmzhpptu4vbbb2f37t3cfvvt3HjjjSQlJZnaTJ8+nVWrVvHFF1+wd+9exo4dy+jRo8nMzGzG07Yc2+oiALROnSwciRBCCCGEEKI1NDmpeuedd5g2bRrTp08nKiqKuXPnEhQUxLx58+psP3/+fIKDg5k7dy5RUVFMnz6du+++mzlz5pjazJ07lzFjxjBr1ix69OjBrFmzGDVqFHPnzgWgvLycJUuW8Oabb3L55ZcTHh7O888/T2ho6P+3d/9RUZ8HvsffBIbB30kw4YdBg26tUJN0C60Fg/bWMl5NemhXIq0pNVE8lyVbhdntraDeRjeJtbWeWesP1l02xu1V2Xuote0hCePehmiYGEViPWlukp54Q1ahHmkiKhsY8Xv/cJnrOAM4MDDzZD+vczgn88wz3+97HhHznPky0+95o1XCtcsA2MbfHeESEREREREJh5A+/Lenp4fm5mbWrl3rN+5wOGhqagr6GI/Hg8Ph8BtbuHAhNTU1eL1ebDYbHo+HioqKgDl9m6pr167R29tLQkKC35wxY8Zw7Nixfnu7u7vp7u723e7svPEqkdfrxev1Dvxkw6DvHDefa+z1G5uquDGTRqXhdgTrjDYmNIIZnSY0ghmdagwfEzpNaAQzOk1oBDM6TWgEMzpNaAQzOk1ohPD2xViWZd3u5PPnzzNlyhRee+01cnNzfePPPfccL7zwAu+8807AY2bOnMkTTzxBVVWVb6ypqYm5c+dy/vx5UlJSiI+PZ+/evSxbtsw3Z//+/Tz55JO+TVFubi7x8fHs37+fpKQkDhw4wHe/+10+85nPBD0vwNNPP83GjRsDxvfv38/YsWNv92mH1fxTZdwZc4Xa+zeTcNeUiDSIiIiIiPxn19XVxbJly7h06RITJw7v445CeqWqT0xMjN9ty7ICxgabf+v4YMf853/+Z1asWMGUKVOIjY3lC1/4AsuWLePUqVP9nreyshKn0+m73dnZSVpaGg6HY9gLdzu8Xi9ut5v8/HxsNhvXe3uJO3UVgHkLFjI5eeqIN9yOWzujkQmNYEanCY1gRqcaw8eEThMawYxOExrBjE4TGsGMThMawYxOExoBOjo6wnaskDZVkydPJjY2lvb2dr/xCxcukJSUFPQxycnJQefHxcWRmJg44JybjzljxgwaGxu5evUqnZ2dpKSkUFRURHp6er+9drsdu90eMG6z2Ub1D7jvfJ1XO7HH3NhQ3jU5Oeq+yUZ7XYbChEYwo9OERjCjU43hY0KnCY1gRqcJjWBGpwmNYEanCY1gRme0N4azLaQ3qoiPjycrKwu32+037na7/S4HvFlOTk7A/IaGBrKzs31PpL85wY45btw4UlJS+Oijj3j55ZcpKCgI5SlE1JWPLwLwiWUjYcy4CNeIiIiIiEg4hHz5n9PppLi4mOzsbHJyctizZw+tra2UlpYCNy65O3fuHPv27QOgtLSUHTt24HQ6WbVqFR6Ph5qaGg4cOOA75po1a5g3bx5btmyhoKCAw4cPc+TIEb83oXj55ZexLIvPfvaz/OEPf+D73/8+n/3sZ3nyySeHuwajpuvSjU3VlZhxJAwyV0REREREzBDypqqoqIiOjg42bdpEW1sbs2fPpr6+nmnTpgHQ1tbm95lV6enp1NfXU1FRwc6dO0lNTWX79u0sWbLENyc3N5eDBw+yfv16NmzYwIwZM6itrWXOnDm+OZcuXaKyspJ/+7d/4+6772bJkiU8++yzUf2S4q0+uXzjus2rd0xgcoRbREREREQkPIb0RhVlZWWUlZUFvW/v3r0BY/Pnzx/wDSUACgsLKSws7Pf+pUuXsnTp0pA6o03PlT8B8O+xEyJcIiIiIiIi4RLyh//K0F27+jEA3XHaVImIiIiIfFpoUzWKrv/7RwB4bSP/du4iIiIiIjI6tKkaRda/fwxAr31SZENERERERCRstKkaRXd88jEA1xPujGiHiIiIiIiEjzZVoyiupxOAmAS9UiUiIiIi8mmhTdUosnlvbKruGHtXhEtERERERCRchrSp2rVrF+np6SQkJJCVlcXRo0cHnN/Y2EhWVhYJCQlMnz6d6urqgDl1dXVkZmZit9vJzMzk0KFDfvdfu3aN9evXk56ezpgxY5g+fTqbNm3i+vXrQ3kKEZFw7camyjZOmyoRERERkU+LkDdVtbW1lJeXs27dOlpaWsjLy2PRokV+H/h7s7Nnz7J48WLy8vJoaWmhqqqK1atXU1dX55vj8XgoKiqiuLiY06dPU1xczNKlSzl+/LhvzpYtW6iurmbHjh28/fbb/PjHP+YnP/kJP/vZz4bwtCNjTO8VAOwTEiNcIiIiIiIi4RLypmrbtm2sXLmSkpISMjIycLlcpKWlsXv37qDzq6urmTp1Ki6Xi4yMDEpKSlixYgVbt271zXG5XOTn51NZWcmsWbOorKxkwYIFuFwu3xyPx0NBQQGPPPII999/P4WFhTgcDk6ePBn6s46QcdaNTdWYiXdHuERERERERMIlpE1VT08Pzc3NOBwOv3GHw0FTU1PQx3g8noD5Cxcu5OTJk3i93gHn3HzMhx9+mH/913/l3XffBeD06dMcO3aMxYsXh/IUIsa6fp0J1lUAxk6aHOEaEREREREJl7hQJl+8eJHe3l6SkpL8xpOSkmhvbw/6mPb29qDzr127xsWLF0lJSel3zs3H/MEPfsClS5eYNWsWsbGx9Pb28uyzz/Ltb3+7397u7m66u7t9tzs7b/xOk9fr9W3oRlLfObxeL1cvX+LOmF4AEsZNGpXz366bO6OVCY1gRqcJjWBGpxrDx4ROExrBjE4TGsGMThMawYxOExrBjE4TGiG8fSFtqvrExMT43bYsK2BssPm3jg92zNraWn7+85+zf/9+Pve5z/Hmm29SXl5Oamoqy5cvD3rezZs3s3HjxoDxhoYGxo4d229vuLndbrqvdLAU8Fqx/PaVY8Tc0f96RYrb7Y50wqBMaAQzOk1oBDM61Rg+JnSa0AhmdJrQCGZ0mtAIZnSa0AhmdEZ7Y1dXV9iOFdKmavLkycTGxga8KnXhwoWAV5r6JCcnB50fFxdHYmLigHNuPub3v/991q5dy7e+9S0AHnjgAT744AM2b97c76aqsrISp9Ppu93Z2UlaWhoOh4OJEyfe5rMeOq/Xi9vtJj8/n3PvtcB7cDlmHI88+siInzsUN3fabLZI5wRlQiOY0WlCI5jRqcbwMaHThEYwo9OERjCj04RGMKPThEYwo9OERoCOjo6wHSukTVV8fDxZWVm43W6++c1v+sbdbjcFBQVBH5OTk8Ovf/1rv7GGhgays7N9i5yTk4Pb7aaiosJvTm5uru92V1cXd9zh/ytgsbGxA76lut1ux263B4zbbLZR/QO22Wz0XL0EwNWY8dwdpd9co70uQ2FCI5jRaUIjmNGpxvAxodOERjCj04RGMKPThEYwo9OERjCjM9obw9kW8uV/TqeT4uJisrOzycnJYc+ePbS2tlJaWgrceHXo3Llz7Nu3D4DS0lJ27NiB0+lk1apVeDweampqOHDggO+Ya9asYd68eWzZsoWCggIOHz7MkSNHOHbsmG/O17/+dZ599lmmTp3K5z73OVpaWti2bRsrVqwY7hqMip4rfwKgK3ZChEtERERERCScQt5UFRUV0dHRwaZNm2hra2P27NnU19czbdo0ANra2vw+syo9PZ36+noqKirYuXMnqampbN++nSVLlvjm5ObmcvDgQdavX8+GDRuYMWMGtbW1zJkzxzfnZz/7GRs2bKCsrIwLFy6QmprKf/tv/43/8T/+x3Ce/6jxXv0IgO64kb/sUERERERERs+Q3qiirKyMsrKyoPft3bs3YGz+/PmcOnVqwGMWFhZSWFjY7/0TJkzA5XL5fXaVSa533dhU9di0qRIRERER+TQJ+cN/ZYj+/WMAeu2TItshIiIiIiJhpU3VKIn55GMArmtTJSIiIiLyqaJN1SiJ7bnx7n8xY7SpEhERERH5NNGmapTYvJ0A3DHmrgiXiIiIiIhIOGlTNUrs164AYBuvTZWIiIiIyKeJNlWjZEzvZQBs4++OcImIiIiIiISTNlWjZNz1G5uqMRMSI1wiIiIiIiLhNKRN1a5du0hPTychIYGsrCyOHj064PzGxkaysrJISEhg+vTpVFdXB8ypq6sjMzMTu91OZmYmhw4d8rv//vvvJyYmJuDrqaeeGspTGHUTrKsAjJ2kTZWIiIiIyKdJyJuq2tpaysvLWbduHS0tLeTl5bFo0SJaW1uDzj979iyLFy8mLy+PlpYWqqqqWL16NXV1db45Ho+HoqIiiouLOX36NMXFxSxdupTjx4/75pw4cYK2tjbfl9vtBuCxxx4L9SmMuk+6rmCP8QIw/s57IlwjIiIiIiLhFPKmatu2baxcuZKSkhIyMjJwuVykpaWxe/fuoPOrq6uZOnUqLpeLjIwMSkpKWLFiBVu3bvXNcblc5OfnU1lZyaxZs6isrGTBggW4XC7fnHvuuYfk5GTf129+8xtmzJjB/PnzQ3/Wo+zyxxcB6LViGDdeb6kuIiIiIvJpEhfK5J6eHpqbm1m7dq3fuMPhoKmpKehjPB4PDofDb2zhwoXU1NTg9Xqx2Wx4PB4qKioC5ty8qbq14+c//zlOp5OYmJh+e7u7u+nu7vbd7uy88bbmXq8Xr9fb7+PCpe8cnX+6QCpwOWYc465fp/f69RE/dyj6OkdjTYbKhEYwo9OERjCjU43hY0KnCY1gRqcJjWBGpwmNYEanCY1gRqcJjRDevhjLsqzbnXz+/HmmTJnCa6+9Rm5urm/8ueee44UXXuCdd94JeMzMmTN54oknqKqq8o01NTUxd+5czp8/T0pKCvHx8ezdu5dly5b55uzfv58nn3zSb1PU51/+5V9YtmwZra2tpKam9tv79NNPs3HjxoDx/fv3M3bs2Nt92sP2yR/fpej8M3xoJXHqCz8ZtfOKiIiIiEhwXV1dLFu2jEuXLjFx4sRhHSukV6r63PrqkGVZA75iFGz+reOhHLOmpoZFixYNuKECqKysxOl0+m53dnaSlpaGw+EY9sLdDq/Xi9vtZsbUZDgPn8RNZPHixSN+3lD1debn52Oz2SKdE5QJjWBGpwmNYEanGsPHhE4TGsGMThMawYxOExrBjE4TGsGMThMaATo6OsJ2rJA2VZMnTyY2Npb29na/8QsXLpCUlBT0McnJyUHnx8XFkZiYOOCcYMf84IMPOHLkCL/4xS8G7bXb7djt9oBxm802qn/Avf9+CYBP4iZE9TfWaK/LUJjQCGZ0mtAIZnSqMXxM6DShEczoNKERzOg0oRHM6DShEczojPbGcLaF9EYV8fHxZGVl+d55r4/b7fa7HPBmOTk5AfMbGhrIzs72PZH+5gQ75vPPP8+9997LI488Ekp6RF3v+giAHtvIvzomIiIiIiKjK+TL/5xOJ8XFxWRnZ5OTk8OePXtobW2ltLQUuHHJ3blz59i3bx8ApaWl7NixA6fTyapVq/B4PNTU1HDgwAHfMdesWcO8efPYsmULBQUFHD58mCNHjnDs2DG/c1+/fp3nn3+e5cuXExc3pCsXI8L6j1eqrtn1zn8iIiIiIp82Ie9MioqK6OjoYNOmTbS1tTF79mzq6+uZNm0aAG1tbX6fWZWenk59fT0VFRXs3LmT1NRUtm/fzpIlS3xzcnNzOXjwIOvXr2fDhg3MmDGD2tpa5syZ43fuI0eO0NrayooVK4b6fCMipvtjAK7Ha1MlIiIiIvJpM6SXe8rKyigrKwt63969ewPG5s+fz6lTpwY8ZmFhIYWFhQPOcTgchPBmhVEjrvvGK1WMuTOiHSIiIiIiEn4hf/ivhC7OexmAO7SpEhERERH51NGmahTYr9340OG4cXdHuERERERERMJNm6pRMKb3CgDx47WpEhERERH5tNGmahSMu37j8r+EidpUiYiIiIh82mhTNQrGW1cBGDtxcoRLREREREQk3LSpGmG9164xNqYbgPGT9EqViIiIiMinzZA2Vbt27SI9PZ2EhASysrI4evTogPMbGxvJysoiISGB6dOnU11dHTCnrq6OzMxM7HY7mZmZHDp0KGDOuXPn+M53vkNiYiJjx47l85//PM3NzUN5CqOmt+eq77/HT0qMYImIiIiIiIyEkDdVtbW1lJeXs27dOlpaWsjLy2PRokV+H/h7s7Nnz7J48WLy8vJoaWmhqqqK1atXU1dX55vj8XgoKiqiuLiY06dPU1xczNKlSzl+/LhvzkcffcTcuXOx2Wy8+OKL/P73v+enP/0pd955Z+jPehRd7+kCoJOxxMYN6WPBREREREQkioX8f/nbtm1j5cqVlJSUAOByuXj55ZfZvXs3mzdvDphfXV3N1KlTcblcAGRkZHDy5Em2bt3KkiVLfMfIz8+nsrISgMrKShobG3G5XBw4cACALVu2kJaWxvPPP+879v333x9q/ujz3nil6krMeCZGOEVERERERMIvpE1VT08Pzc3NrF271m/c4XDQ1NQU9DEejweHw+E3tnDhQmpqavB6vdhsNjweDxUVFQFz+jZiAL/61a9YuHAhjz32GI2NjUyZMoWysjJWrVrVb293dzfd3d2+252dNz4vyuv14vV6b+s5D4fX64X/eKWq647xo3LOoejritY+MKMRzOg0oRHM6FRj+JjQaUIjmNFpQiOY0WlCI5jRaUIjmNFpQiOEty/GsizrdiefP3+eKVOm8Nprr5Gbm+sbf+6553jhhRd45513Ah4zc+ZMnnjiCaqqqnxjTU1NzJ07l/Pnz5OSkkJ8fDx79+5l2bJlvjn79+/nySef9G2KEhISAHA6nTz22GO88cYblJeX8/d///d897vfDdr79NNPs3HjxoDx/fv3M3bs2Nt92sPS84GHx/60m5aYTFo/v3bwB4iIiIiIyIjr6upi2bJlXLp0iYkTh3dN2ZB+yScmJsbvtmVZAWODzb91fLBjXr9+nezsbJ577jkA/vzP/5y33nqL3bt397upqqysxOl0+m53dnaSlpaGw+EY9sLdDq/Xy0vVR270j01k8eLFI37OofB6vbjdbvLz87HZbJHOCcqERjCj04RGMKNTjeFjQqcJjWBGpwmNYEanCY1gRqcJjWBGpwmNAB0dHWE7VkibqsmTJxMbG0t7e7vf+IULF0hKSgr6mOTk5KDz4+LiSExMHHDOzcdMSUkhMzPTb05GRobfG17cym63Y7fbA8ZtNtuo/QHHXbvxO1W98ZOi+psKRnddhsqERjCj04RGMKNTjeFjQqcJjWBGpwmNYEanCY1gRqcJjWBGZ7Q3hrMtpHf/i4+PJysrC7fb7Tfudrv9Lge8WU5OTsD8hoYGsrOzfU+kvzk3H3Pu3LkBlxe+++67TJs2LZSnMOrie2/8TtV1+6QIl4iIiIiIyEgI+fI/p9NJcXEx2dnZ5OTksGfPHlpbWyktLQVuXHJ37tw59u3bB0BpaSk7duzA6XSyatUqPB4PNTU1vnf1A1izZg3z5s1jy5YtFBQUcPjwYY4cOcKxY8d8cyoqKsjNzeW5555j6dKlvPHGG+zZs4c9e/YMdw1GVPz1G5sqEu6MaIeIiIiIiIyMkDdVRUVFdHR0sGnTJtra2pg9ezb19fW+V4za2tr8PrMqPT2d+vp6Kioq2LlzJ6mpqWzfvt33duoAubm5HDx4kPXr17NhwwZmzJhBbW0tc+bM8c354he/yKFDh6isrGTTpk2kp6fjcrl4/PHHh/P8R9yY6zcu/4sZe2dkQ0REREREZEQM6Y0qysrKKCsrC3rf3r17A8bmz5/PqVOnBjxmYWEhhYWFA8559NFHefTRR2+7Mxr0bapix90V4RIRERERERkJIf1OlYRunHVjUxU/7u4Il4iIiIiIyEjQpmqEjf+PTVXCxMQIl4iIiIiIyEjQpmqETeDGpmqMNlUiIiIiIp9K2lSNoGveHsbHfALAuIm6/E9ERERE5NNIm6oRdKXzT77/nnDn5AiWiIiIiIjISNGmagR1XbqxqbpqJWCLt0e4RkRERERERsKQNlW7du0iPT2dhIQEsrKyOHr06IDzGxsbycrKIiEhgenTp1NdXR0wp66ujszMTOx2O5mZmRw6dMjv/qeffpqYmBi/r+Tk5KHkj5quzg4ALseMj3CJiIiIiIiMlJA3VbW1tZSXl7Nu3TpaWlrIy8tj0aJFfh/4e7OzZ8+yePFi8vLyaGlpoaqqitWrV1NXV+eb4/F4KCoqori4mNOnT1NcXMzSpUs5fvy437E+97nP0dbW5vs6c+ZMqPmjqvvKjU1V1x3aVImIiIiIfFqFvKnatm0bK1eupKSkhIyMDFwuF2lpaezevTvo/OrqaqZOnYrL5SIjI4OSkhJWrFjB1q1bfXNcLhf5+flUVlYya9YsKisrWbBgAS6Xy+9YcXFxJCcn+77uueeeUPNHlffKRwD8e+yECJeIiIiIiMhICWlT1dPTQ3NzMw6Hw2/c4XDQ1NQU9DEejydg/sKFCzl58iRer3fAObce87333iM1NZX09HS+9a1v8f7774eSP+quXb2xqeqxTYxwiYiIiIiIjJS4UCZfvHiR3t5ekpKS/MaTkpJob28P+pj29vag869du8bFixdJSUnpd87Nx5wzZw779u1j5syZ/PGPf+SZZ54hNzeXt956i8TE4J8B1d3dTXd3t+92Z2cnAF6v17ehG0nXu/5jUxU3flTON1R9bWocPhM6TWgEMzrVGD4mdJrQCGZ0mtAIZnSa0AhmdJrQCGZ0mtAI4e0LaVPVJyYmxu+2ZVkBY4PNv3V8sGMuWrTI998PPPAAOTk5zJgxgxdeeAGn0xn0vJs3b2bjxo0B4w0NDYwdO7bf3nCJv/AhAB91x1BfXz/i5xsut9sd6YRBmdAIZnSa0AhmdKoxfEzoNKERzOg0oRHM6DShEczoNKERzOiM9saurq6wHSukTdXkyZOJjY0NeFXqwoULAa809UlOTg46Py4uzvcKU39z+jsmwLhx43jggQd47733+p1TWVnpt+Hq7OwkLS0Nh8PBxIkjf0le89la+AQm3JPGgsWLR/x8Q+X1enG73eTn52Oz2SKdE5QJjWBGpwmNYEanGsPHhE4TGsGMThMawYxOExrBjE4TGsGMThMaATo6OsJ2rJA2VfHx8WRlZeF2u/nmN7/pG3e73RQUFAR9TE5ODr/+9a/9xhoaGsjOzvYtck5ODm63m4qKCr85ubm5/bZ0d3fz9ttvk5eX1+8cu92O3R74+VA2m21U/oBt3ssA3DH2rqj+huozWusyHCY0ghmdJjSCGZ1qDB8TOk1oBDM6TWgEMzpNaAQzOk1oBDM6o70xnG0hv/uf0+nkH//xH/mnf/on3n77bSoqKmhtbaW0tBS48erQd7/7Xd/80tJSPvjgA5xOJ2+//Tb/9E//RE1NDX/zN3/jm7NmzRoaGhrYsmUL/+f//B+2bNnCkSNHKC8v9835m7/5GxobGzl79izHjx+nsLCQzs5Oli9fPoynP7Ls3hu/w3XH2LsiXCIiIiIiIiMl5N+pKioqoqOjg02bNtHW1sbs2bOpr69n2rRpALS1tfl9ZlV6ejr19fVUVFSwc+dOUlNT2b59O0uWLPHNyc3N5eDBg6xfv54NGzYwY8YMamtrmTNnjm/Ov/3bv/Htb3+bixcvcs899/DlL3+Z119/3XfeaJTQe+OVqvjx2lSJiIiIiHxaDemNKsrKyigrKwt63969ewPG5s+fz6lTpwY8ZmFhIYWFhf3ef/DgwZAao8HY61cAsI+/O8IlIiIiIiIyUkK+/E9un/0vX+FfZmwlLeNLkU4REREREZERok3VCJp41z3YJ95LwtjxkU4REREREZERok2ViIiIiIjIMGhTJSIiIiIiMgzaVImIiIiIiAyDNlUiIiIiIiLDoE2ViIiIiIjIMAxpU7Vr1y7S09NJSEggKyuLo0ePDji/sbGRrKwsEhISmD59OtXV1QFz6urqyMzMxG63k5mZyaFDh/o93ubNm4mJiaG8vHwo+SIiIiIiImET8qaqtraW8vJy1q1bR0tLC3l5eSxatIjW1tag88+ePcvixYvJy8ujpaWFqqoqVq9eTV1dnW+Ox+OhqKiI4uJiTp8+TXFxMUuXLuX48eMBxztx4gR79uzhwQcfDDVdREREREQk7ELeVG3bto2VK1dSUlJCRkYGLpeLtLQ0du/eHXR+dXU1U6dOxeVykZGRQUlJCStWrGDr1q2+OS6Xi/z8fCorK5k1axaVlZUsWLAAl8vld6wrV67w+OOP8w//8A/cddddoaaLiIiIiIiEXVwok3t6emhubmbt2rV+4w6Hg6ampqCP8Xg8OBwOv7GFCxdSU1OD1+vFZrPh8XioqKgImHPrpuqpp57ikUce4Wtf+xrPPPPMoL3d3d10d3f7bnd2dgLg9Xrxer2DPn64+s4xGucaDhM6TWgEMzpNaAQzOtUYPiZ0mtAIZnSa0AhmdJrQCGZ0mtAIZnSa0Ajh7QtpU3Xx4kV6e3tJSkryG09KSqK9vT3oY9rb24POv3btGhcvXiQlJaXfOTcf8+DBg5w6dYoTJ07cdu/mzZvZuHFjwHhDQwNjx4697eMMl9vtHrVzDYcJnSY0ghmdJjSCGZ1qDB8TOk1oBDM6TWgEMzpNaAQzOk1oBDM6o72xq6srbMcKaVPVJyYmxu+2ZVkBY4PNv3V8oGN++OGHrFmzhoaGBhISEm67s7KyEqfT6bvd2dlJWloaDoeDiRMn3vZxhsrr9eJ2u8nPz8dms434+YbKhE4TGsGMThMawYxONYaPCZ0mNIIZnSY0ghmdJjSCGZ0mNIIZnSY0AnR0dITtWCFtqiZPnkxsbGzAq1IXLlwIeKWpT3JyctD5cXFxJCYmDjin75jNzc1cuHCBrKws3/29vb28+uqr7Nixg+7ubmJjYwPObbfbsdvtAeM2m21U/4BH+3xDZUKnCY1gRqcJjWBGpxrDx4ROExrBjE4TGsGMThMawYxOExrBjM5obwxnW0hvVBEfH09WVlbAS3lut5vc3Nygj8nJyQmY39DQQHZ2tu+J9Den75gLFizgzJkzvPnmm76v7OxsHn/8cd58882gGyoREREREZHREPLlf06nk+LiYrKzs8nJyWHPnj20trZSWloK3Ljk7ty5c+zbtw+A0tJSduzYgdPpZNWqVXg8Hmpqajhw4IDvmGvWrGHevHls2bKFgoICDh8+zJEjRzh27BgAEyZMYPbs2X4d48aNIzExMWBcRERERERkNIW8qSoqKqKjo4NNmzbR1tbG7Nmzqa+vZ9q0aQC0tbX5fWZVeno69fX1VFRUsHPnTlJTU9m+fTtLlizxzcnNzeXgwYOsX7+eDRs2MGPGDGpra5kzZ04YnqKIiIiIiMjIGdIbVZSVlVFWVhb0vr179waMzZ8/n1OnTg14zMLCQgoLC2+74ZVXXrntuSIiIiIiIiMl5A//FRERERERkf9PmyoREREREZFh0KZKRERERERkGLSpEhERERERGQZtqkRERERERIZBmyoREREREZFhGNKmateuXaSnp5OQkEBWVhZHjx4dcH5jYyNZWVkkJCQwffp0qqurA+bU1dWRmZmJ3W4nMzOTQ4cO+d2/e/duHnzwQSZOnMjEiRPJycnhxRdfHEq+iIiIiIhI2IS8qaqtraW8vJx169bR0tJCXl4eixYt8vvA35udPXuWxYsXk5eXR0tLC1VVVaxevZq6ujrfHI/HQ1FREcXFxZw+fZri4mKWLl3K8ePHfXPuu+8+fvSjH3Hy5ElOnjzJV7/6VQoKCnjrrbeG8LRFRERERETCI+RN1bZt21i5ciUlJSVkZGTgcrlIS0tj9+7dQedXV1czdepUXC4XGRkZlJSUsGLFCrZu3eqb43K5yM/Pp7KyklmzZlFZWcmCBQtwuVy+OV//+tdZvHgxM2fOZObMmTz77LOMHz+e119/PfRnLSIiIiIiEiZxoUzu6emhubmZtWvX+o07HA6ampqCPsbj8eBwOPzGFi5cSE1NDV6vF5vNhsfjoaKiImDOzZuqm/X29vK//tf/4urVq+Tk5PTb293dTXd3t+92Z2cnAF6vF6/X2+/jwqXvHKNxruEwodOERjCj04RGMKNTjeFjQqcJjWBGpwmNYEanCY1gRqcJjWBGpwmNEN6+GMuyrNudfP78eaZMmcJrr71Gbm6ub/y5557jhRde4J133gl4zMyZM3niiSeoqqryjTU1NTF37lzOnz9PSkoK8fHx7N27l2XLlvnm7N+/nyeffNJvU3TmzBlycnL45JNPGD9+PPv372fx4sX99j799NNs3LgxYHz//v2MHTv2dp+2iIiIiIh8ynR1dbFs2TIuXbrExIkTh3WskF6p6hMTE+N327KsgLHB5t86fjvH/OxnP8ubb77Jxx9/TF1dHcuXL6exsZHMzMyg562srMTpdPpud3Z2kpaWhsPhGPbC3Q6v14vb7SY/Px+bzTbi5xsqEzpNaAQzOk1oBDM61Rg+JnSa0AhmdJrQCGZ0mtAIZnSa0AhmdJrQCNDR0RG2Y4W0qZo8eTKxsbG0t7f7jV+4cIGkpKSgj0lOTg46Py4ujsTExAHn3HrM+Ph4/uzP/gyA7OxsTpw4wd/93d/x93//90HPbbfbsdvtAeM2m21U/4BH+3xDZUKnCY1gRqcJjWBGpxrDx4ROExrBjE4TGsGMThMawYxOExrBjM5obwxnW0hvVBEfH09WVhZut9tv3O12+10OeLOcnJyA+Q0NDWRnZ/ueSH9z+jtmH8uy/C4PFBERERERGW0hX/7ndDopLi4mOzubnJwc9uzZQ2trK6WlpcCNS+7OnTvHvn37ACgtLWXHjh04nU5WrVqFx+OhpqaGAwcO+I65Zs0a5s2bx5YtWygoKODw4cMcOXKEY8eO+eZUVVWxaNEi0tLSuHz5MgcPHuSVV17hpZdeGu4aiIiIiIiIDFnIm6qioiI6OjrYtGkTbW1tzJ49m/r6eqZNmwZAW1ub32dWpaenU19fT0VFBTt37iQ1NZXt27ezZMkS35zc3FwOHjzI+vXr2bBhAzNmzKC2tpY5c+b45vzxj3+kuLiYtrY2Jk2axIMPPshLL71Efn7+cJ6/iIiIiIjIsAzpjSrKysooKysLet/evXsDxubPn8+pU6cGPGZhYSGFhYX93l9TUxNSo4iIiIiIyGgI+cN/RURERERE5P/TpkpERERERGQYtKkSEREREREZBm2qREREREREhkGbKhERERERkWHQpkpERERERGQYhrSp2rVrF+np6SQkJJCVlcXRo0cHnN/Y2EhWVhYJCQlMnz6d6urqgDl1dXVkZmZit9vJzMzk0KFDfvdv3ryZL37xi0yYMIF7772Xb3zjG7zzzjtDyRcREREREQmbkDdVtbW1lJeXs27dOlpaWsjLy2PRokV+H/h7s7Nnz7J48WLy8vJoaWmhqqqK1atXU1dX55vj8XgoKiqiuLiY06dPU1xczNKlSzl+/LhvTmNjI0899RSvv/46breba9eu4XA4uHr16hCetoiIiIiISHiE/OG/27ZtY+XKlZSUlADgcrl4+eWX2b17N5s3bw6YX11dzdSpU3G5XABkZGRw8uRJtm7dypIlS3zHyM/Pp7KyEoDKykoaGxtxuVwcOHAAgJdeesnvuM8//zz33nsvzc3NzJs3L9SnISIiIiIiEhYhvVLV09NDc3MzDofDb9zhcNDU1BT0MR6PJ2D+woULOXnyJF6vd8A5/R0T4NKlSwDcfffdoTwFERERERGRsArplaqLFy/S29tLUlKS33hSUhLt7e1BH9Pe3h50/rVr17h48SIpKSn9zunvmJZl4XQ6efjhh5k9e3a/vd3d3XR3d/tud3Z2AuD1en0bupHUd47RONdwmNBpQiOY0WlCI5jRqcbwMaHThEYwo9OERjCj04RGMKPThEYwo9OERghvX8iX/wHExMT43bYsK2BssPm3jodyzL/6q7/id7/7HceOHRuwc/PmzWzcuDFgvKGhgbFjxw742HByu92jdq7hMKHThEYwo9OERjCjU43hY0KnCY1gRqcJjWBGpwmNYEanCY1gRme0N3Z1dYXtWCFtqiZPnkxsbGzAK0gXLlwIeKWpT3JyctD5cXFxJCYmDjgn2DG/973v8atf/YpXX32V++67b8DeyspKnE6n73ZnZydpaWk4HA4mTpw44GPDwev14na7yc/Px2azjfj5hsqEThMawYxOExrBjE41ho8JnSY0ghmdJjSCGZ0mNIIZnSY0ghmdJjQCdHR0hO1YIW2q4uPjycrKwu12881vftM37na7KSgoCPqYnJwcfv3rX/uNNTQ0kJ2d7VvknJwc3G43FRUVfnNyc3N9ty3L4nvf+x6HDh3ilVdeIT09fdBeu92O3W4PGLfZbKP6Bzza5xsqEzpNaAQzOk1oBDM61Rg+JnSa0AhmdJrQCGZ0mtAIZnSa0AhmdEZ7YzjbQr78z+l0UlxcTHZ2Njk5OezZs4fW1lZKS0uBG68OnTt3jn379gFQWlrKjh07cDqdrFq1Co/HQ01Nje9d/QDWrFnDvHnz2LJlCwUFBRw+fJgjR474Xd731FNPsX//fg4fPsyECRN8r2xNmjSJMWPGDGsRREREREREhirkTVVRUREdHR1s2rSJtrY2Zs+eTX19PdOmTQOgra3N7zOr0tPTqa+vp6Kigp07d5Kamsr27dt9b6cOkJuby8GDB1m/fj0bNmxgxowZ1NbWMmfOHN+c3bt3A/CVr3zFr+f555/niSeeCPVpiIiIiIiIhMWQ3qiirKyMsrKyoPft3bs3YGz+/PmcOnVqwGMWFhZSWFjY7/19b24hIiIiIiISTUL6nCoRERERERHxp02ViIiIiIjIMGhTJSIiIiIiMgzaVImIiIiIiAyDNlUiIiIiIiLDoE2ViIiIiIjIMGhTJSIiIiIiMgxD2lTt2rWL9PR0EhISyMrK4ujRowPOb2xsJCsri4SEBKZPn051dXXAnLq6OjIzM7Hb7WRmZnLo0CG/+1999VW+/vWvk5qaSkxMDL/85S+Hki4iIiIiIhJWIW+qamtrKS8vZ926dbS0tJCXl8eiRYtobW0NOv/s2bMsXryYvLw8WlpaqKqqYvXq1dTV1fnmeDweioqKKC4u5vTp0xQXF7N06VKOHz/um3P16lUeeughduzYMYSnKSIiIiIiMjLiQn3Atm3bWLlyJSUlJQC4XC5efvlldu/ezebNmwPmV1dXM3XqVFwuFwAZGRmcPHmSrVu3smTJEt8x8vPzqaysBKCyspLGxkZcLhcHDhwAYNGiRSxatGhIT1JERERERGSkhLSp6unpobm5mbVr1/qNOxwOmpqagj7G4/HgcDj8xhYuXEhNTQ1erxebzYbH46GioiJgTt9GbKi6u7vp7u723e7s7ATA6/Xi9XqHdezb0XeO0TjXcJjQaUIjmNFpQiOY0anG8DGh04RGMKPThEYwo9OERjCj04RGMKPThEYIb1+MZVnW7U4+f/48U6ZM4bXXXiM3N9c3/txzz/HCCy/wzjvvBDxm5syZPPHEE1RVVfnGmpqamDt3LufPnyclJYX4+Hj27t3LsmXLfHP279/Pk08+6bcp8kXHxHDo0CG+8Y1vDNj79NNPs3HjxoDx/fv3M3bs2Nt5yiIiIiIi8inU1dXFsmXLuHTpEhMnThzWsUK+/A9ubGpuZllWwNhg828dD/WYt6OyshKn0+m73dnZSVpaGg6HY9gLdzu8Xi9ut5v8/HxsNtuIn2+oTOg0oRHM6DShEczoVGP4mNBpQiOY0WlCI5jRaUIjmNFpQiOY0WlCI0BHR0fYjhXSpmry5MnExsbS3t7uN37hwgWSkpKCPiY5OTno/Li4OBITEwec098xb5fdbsdutweM22y2Uf0DHu3zDZUJnSY0ghmdJjSCGZ1qDB8TOk1oBDM6TWgEMzpNaAQzOk1oBDM6o70xnG0hvftffHw8WVlZuN1uv3G32+13OeDNcnJyAuY3NDSQnZ3teyL9zenvmCIiIiIiItEi5Mv/nE4nxcXFZGdnk5OTw549e2htbaW0tBS4ccnduXPn2LdvHwClpaXs2LEDp9PJqlWr8Hg81NTU+N7VD2DNmjXMmzePLVu2UFBQwOHDhzly5AjHjh3zzbly5Qp/+MMffLfPnj3Lm2++yd13383UqVOHvAAiIiIiIiLDEfKmqqioiI6ODjZt2kRbWxuzZ8+mvr6eadOmAdDW1ub3mVXp6enU19dTUVHBzp07SU1NZfv27b63UwfIzc3l4MGDrF+/ng0bNjBjxgxqa2uZM2eOb87Jkyf5L//lv/hu9/2u1PLly9m7d2/IT1xERERERCQchvRGFWVlZZSVlQW9L9gGZ/78+Zw6dWrAYxYWFlJYWNjv/V/5ylcI4Y0KRURERERERkVIv1MlIiIiIiIi/rSpEhERERERGQZtqkRERERERIZBmyoREREREZFh0KZKRERERERkGLSpEhERERERGYYhbap27dpFeno6CQkJZGVlcfTo0QHnNzY2kpWVRUJCAtOnT6e6ujpgTl1dHZmZmdjtdjIzMzl06NCwzysiIiIiIjLSQt5U1dbWUl5ezrp162hpaSEvL49Fixb5feDvzc6ePcvixYvJy8ujpaWFqqoqVq9eTV1dnW+Ox+OhqKiI4uJiTp8+TXFxMUuXLuX48eNDPq+IiIiIiMhoCHlTtW3bNlauXElJSQkZGRm4XC7S0tLYvXt30PnV1dVMnToVl8tFRkYGJSUlrFixgq1bt/rmuFwu8vPzqaysZNasWVRWVrJgwQJcLteQzysiIiIiIjIa4kKZ3NPTQ3NzM2vXrvUbdzgcNDU1BX2Mx+PB4XD4jS1cuJCamhq8Xi82mw2Px0NFRUXAnL5N1VDOC9Dd3U13d7fv9qVLlwD405/+hNfrHfjJhoHX66Wrq4uOjg5sNtuIn2+oTOg0oRHM6DShEczoVGP4mNBpQiOY0WlCI5jRaUIjmNFpQiOY0WlCI9zYEwBYljXsY4W0qbp48SK9vb0kJSX5jSclJdHe3h70Me3t7UHnX7t2jYsXL5KSktLvnL5jDuW8AJs3b2bjxo0B4+np6f0/SRERERER+U+jo6ODSZMmDesYIW2q+sTExPjdtiwrYGyw+beO384xQz1vZWUlTqfTd/v69ev86U9/IjExccDHhUtnZydpaWl8+OGHTJw4ccTPN1QmdJrQCGZ0mtAIZnSqMXxM6DShEczoNKERzOg0oRHM6DShEczoNKERblzFNnXqVO6+++5hHyukTdXkyZOJjY0NeHXowoULAa8i9UlOTg46Py4ujsTExAHn9B1zKOcFsNvt2O12v7E777yz/yc4QiZOnBjV31B9TOg0oRHM6DShEczoVGP4mNBpQiOY0WlCI5jRaUIjmNFpQiOY0WlCI8Addwz/U6ZCOkJ8fDxZWVm43W6/cbfbTW5ubtDH5OTkBMxvaGggOzvbd41lf3P6jjmU84qIiIiIiIyGkC//czqdFBcXk52dTU5ODnv27KG1tZXS0lLgxiV3586dY9++fQCUlpayY8cOnE4nq1atwuPxUFNTw4EDB3zHXLNmDfPmzWPLli0UFBRw+PBhjhw5wrFjx277vCIiIiIiIpEQ8qaqqKiIjo4ONm3aRFtbG7Nnz6a+vp5p06YB0NbW5vfZUenp6dTX11NRUcHOnTtJTU1l+/btLFmyxDcnNzeXgwcPsn79ejZs2MCMGTOora1lzpw5t33eaGS32/nhD38YcAlitDGh04RGMKPThEYwo1ON4WNCpwmNYEanCY1gRqcJjWBGpwmNYEanCY0Q3s4YKxzvISgiIiIiIvKf1PB/K0tEREREROQ/MW2qREREREREhkGbKhERERERkWHQpkpERERERGQYtKkaQbt27SI9PZ2EhASysrI4evRopJN8nn76aWJiYvy+kpOTI53Fq6++yte//nVSU1OJiYnhl7/8pd/9lmXx9NNPk5qaypgxY/jKV77CW2+9FVWNTzzxRMDafvnLXx7Vxs2bN/PFL36RCRMmcO+99/KNb3yDd955x29ONKzl7XRGej13797Ngw8+6PsAw5ycHF588UXf/dGwjrfTGel1DGbz5s3ExMRQXl7uG4uW9RyoMRrWcrCf4dGyjoN1RsNaApw7d47vfOc7JCYmMnbsWD7/+c/T3Nzsuz8a1nOwxmhYy/vvvz+gISYmhqeeegqIjnUcrDEa1hHg2rVrrF+/nvT0dMaMGcP06dPZtGkT169f982J9HreTmO0rOfly5cpLy9n2rRpjBkzhtzcXE6cOOG7PxxrqU3VCKmtraW8vJx169bR0tJCXl4eixYt8nu7+Uj73Oc+R1tbm+/rzJkzkU7i6tWrPPTQQ+zYsSPo/T/+8Y/Ztm0bO3bs4MSJEyQnJ5Ofn8/ly5ejphHgv/7X/+q3tvX19aPWB9DY2MhTTz3F66+/jtvt5tq1azgcDq5eveqbEw1reTudENn1vO+++/jRj37EyZMnOXnyJF/96lcpKCjw/bCNhnW8nU6I/PflzU6cOMGePXt48MEH/cajZT0HaoToWMuBfoZH0zoO9m9NpNfyo48+Yu7cudhsNl588UV+//vf89Of/pQ777zTNyfS63k7jRD5tTxx4oTf+d1uNwCPPfYYEPl1vJ1GiPw6AmzZsoXq6mp27NjB22+/zY9//GN+8pOf8LOf/cw3J9LreTuNEB3rWVJSgtvt5p//+Z85c+YMDoeDr33ta5w7dw4I01paMiK+9KUvWaWlpX5js2bNstauXRuhIn8//OEPrYceeijSGQMCrEOHDvluX79+3UpOTrZ+9KMf+cY++eQTa9KkSVZ1dXUECgMbLcuyli9fbhUUFESkpz8XLlywAKuxsdGyrOhcS8sK7LSs6FzPu+66y/rHf/zHqF3HPn2dlhVd63j58mXrM5/5jOV2u6358+dba9assSwrur4v+2u0rOhYy4F+hkfTOg72b000rOUPfvAD6+GHH+73/mhYz8EaLSs61vJWa9assWbMmGFdv349KtZxsEbLip51fOSRR6wVK1b4jf3FX/yF9Z3vfMeyrOj4vhys0bKiYz27urqs2NhY6ze/+Y3f+EMPPWStW7cubGupV6pGQE9PD83NzTgcDr9xh8NBU1NThKoCvffee6SmppKens63vvUt3n///UgnDejs2bO0t7f7ravdbmf+/PlRta4Ar7zyCvfeey8zZ85k1apVXLhwIaI9ly5dAuDuu+8Gonctb+3sEy3r2dvby8GDB7l69So5OTlRu463dvaJlnV86qmneOSRR/ja177mNx5N69lfY59oWMv+foZH0zoO1Nkn0mv5q1/9iuzsbB577DHuvfde/vzP/5x/+Id/8N0fDes5WGOfSK/lzXp6evj5z3/OihUriImJiYp1HKyxTzSs48MPP8y//uu/8u677wJw+vRpjh07xuLFi4Ho+L4crLFPpNfz2rVr9Pb2kpCQ4Dc+ZswYjh07Fra1jAtbsfhcvHiR3t5ekpKS/MaTkpJob2+PUJW/OXPmsG/fPmbOnMkf//hHnnnmGXJzc3nrrbdITEyMdF5QfWsXbF0/+OCDSCQFtWjRIh577DGmTZvG2bNn2bBhA1/96ldpbm6OyCeLW5aF0+nk4YcfZvbs2UB0rmWwToiO9Txz5gw5OTl88sknjB8/nkOHDpGZmen7YRst69hfJ0THOgIcPHiQU6dO+V3L3idavi8HaoToWMuBfoZHyzoO1pmYmBgVa/n++++ze/dunE4nVVVVvPHGG6xevRq73c53v/vdqFjPwRohOr4vb/bLX/6Sjz/+mCeeeAKInr/fN7u1EaJnHX/wgx9w6dIlZs2aRWxsLL29vTz77LN8+9vfBqJjPQdrhOhYzwkTJpCTk8Pf/u3fkpGRQVJSEgcOHOD48eN85jOfCd9ahumVNbnJuXPnLMBqamryG3/mmWesz372sxGqGtiVK1espKQk66c//WmkU3y45dK61157zQKs8+fP+80rKSmxFi5cOMp1N9zaGMz58+ctm81m1dXVjU7ULcrKyqxp06ZZH374oW8sGtcyWGcwkVjP7u5u67333rNOnDhhrV271po8ebL11ltvRd069tcZTCTWsbW11br33nutN9980zd286V10bCegzUGE+m/45bl/zM8GtaxP4P9WxOJtbTZbFZOTo7f2Pe+9z3ry1/+smVZ0fF9OVhjMJH+vnQ4HNajjz7qux0N63irWxuDidQ6HjhwwLrvvvusAwcOWL/73e+sffv2WXfffbe1d+9ey7KiYz0HawwmUuv5hz/8wZo3b54FWLGxsdYXv/hF6/HHH7cyMjLCtpa6/G8ETJ48mdjY2IBXpS5cuBCwC44W48aN44EHHuC9996LdEq/+t4xyqR1BUhJSWHatGkRWdvvfe97/OpXv+K3v/0t9913n2882tayv85gIrGe8fHx/Nmf/RnZ2dls3ryZhx56iL/7u7+LunXsrzOYSKxjc3MzFy5cICsri7i4OOLi4mhsbGT79u3ExcX51iyS6zlYY29vb8BjIvl3vM/NP8Oj7fvyZoP9WxOJtUxJSfG9otsnIyPD98ZS0bCegzX295hIfV9+8MEHHDlyhJKSEt9YNKzjzYI1BhOpdfz+97/P2rVr+da3vsUDDzxAcXExFRUVbN68GYiO9RysMZhIreeMGTNobGzkypUrfPjhh7zxxht4vV7S09PDtpbaVI2A+Ph4srKyfO8o08ftdpObmxuhqoF1d3fz9ttvk5KSEumUfvV949+8rj09PTQ2NkbtugJ0dHTw4YcfjuraWpbFX/3VX/GLX/yC//2//zfp6el+90fLWg7WGUwk1vNWlmXR3d0dNevYn77OYCKxjgsWLODMmTO8+eabvq/s7Gwef/xx3nzzTaZPnx7x9RysMTY2NuAx0fA9efPP8Gj+vhzs35pIrOXcuXMDPsrh3XffZdq0aUB0/LwcrDGYSH5fPv/889x777088sgjvrFoWMfBGoOJ1Dp2dXVxxx3+/5seGxvre7vyaFjPwRqDifTPy3HjxpGSksJHH33Eyy+/TEFBQfjWMpwvrcn/d/DgQctms1k1NTXW73//e6u8vNwaN26c9X//7/+NdJplWZb113/919Yrr7xivf/++9brr79uPfroo9aECRMi3nf58mWrpaXFamlpsQBr27ZtVktLi/XBBx9YlmVZP/rRj6xJkyZZv/jFL6wzZ85Y3/72t62UlBSrs7MzKhovX75s/fVf/7XV1NRknT171vrtb39r5eTkWFOmTBnVxr/8y7+0Jk2aZL3yyitWW1ub76urq8s3JxrWcrDOaFjPyspK69VXX7XOnj1r/e53v7OqqqqsO+64w2poaLAsKzrWcbDOaFjH/tx6aV20rGd/jdGyloP9DI+WdRyoM1rW8o033rDi4uKsZ5991nrvvfes//k//6c1duxY6+c//7lvTqTXc7DGaFlLy7Ks3t5ea+rUqdYPfvCDgPsivY6DNUbTOi5fvtyaMmWK9Zvf/MY6e/as9Ytf/MKaPHmy9d//+3/3zYn0eg7WGE3r+dJLL1kvvvii9f7771sNDQ3WQw89ZH3pS1+yenp6LMsKz1pqUzWCdu7caU2bNs2Kj4+3vvCFL/i9TXSkFRUVWSkpKZbNZrNSU1Otv/iLv+j3dy9G029/+1sLCPhavny5ZVk33kL0hz/8oZWcnGzZ7XZr3rx51pkzZ6Kmsaury3I4HNY999xj2Ww2a+rUqdby5cut1tbWUW0M1gdYzz//vG9ONKzlYJ3RsJ4rVqzw/T2+5557rAULFvg2VJYVHes4WGc0rGN/bt1URct63uzmxmhZy8F+hkfLOg7UGS1raVmW9etf/9qaPXu2ZbfbrVmzZll79uzxuz8a1nOgxmhay5dfftkCrHfeeSfgvmhYx4Eao2kdOzs7rTVr1lhTp061EhISrOnTp1vr1q2zuru7fXMivZ6DNUbTetbW1lrTp0+34uPjreTkZOupp56yPv74Y9/94VjLGMuyrCG/hiYiIiIiIvKfnH6nSkREREREZBi0qRIRERERERkGbapERERERESGQZsqERERERGRYdCmSkREREREZBi0qRIRERERERkGbapERERERESGQZsqERERERGRYdCmSkREREREZBi0qRIRERERERkGbapERERERESGQZsqERERERGRYfh/wJnBlFjaPmMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.title(f\"5 Star Overview (Cummulative)\")\n",
    "x = 70\n",
    "name = \"character2\"\n",
    "plt.plot(range(x), pdf_dice_data[name][:x], label=name+\" independent(sus)\")\n",
    "plt.plot(range(x), data[name][:x], label=name)\n",
    "plt.grid(True)\n",
    "plt.yticks(ticks=np.arange(0, 0.012, 0.001))\n",
    "plt.xticks(range(0, 91, 5))\n",
    "plt.legend()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "keras3Torch",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
